{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 《交互式数据可视化》 week01"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"6330\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"6330\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"6330\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"6330\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"6330\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.plotting import figure,output_notebook,show\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function figure in module bokeh.plotting.figure:\n",
      "\n",
      "figure(**kwargs)\n",
      "    Create a new Figure for plotting.\n",
      "    \n",
      "    A subclass of :class:`~bokeh.models.plots.Plot` that simplifies plot\n",
      "    creation with default axes, grids, tools, etc.\n",
      "    \n",
      "    Figure objects have many glyph methods that can be used to draw\n",
      "    vectorized graphical glyphs:\n",
      "    \n",
      "    .. hlist::\n",
      "        :columns: 3\n",
      "    \n",
      "        * :func:`~bokeh.plotting.figure.Figure.annular_wedge`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.annulus`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.arc`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.asterisk`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.bezier`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.circle_y`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.dash`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.diamond_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.ellipse`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.harea`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hbar`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hex`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.hex_tile`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image_rgba`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.image_url`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.inverted_triangle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.line`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.multi_line`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.multi_polygons`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.oval`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.patch`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.patches`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.plus`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.quad`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.quadratic`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.ray`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.rect`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.segment`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_cross`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_pin`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.square_x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.step`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.text`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle_dot`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.triangle_pin`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.varea`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.vbar`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.wedge`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.x`\n",
      "        * :func:`~bokeh.plotting.figure.Figure.y`\n",
      "    \n",
      "    There is a scatter function that can be parameterized by marker type:\n",
      "    \n",
      "    * :func:`~bokeh.plotting.figure.Figure.scatter`\n",
      "    \n",
      "    There are also specialized methods for stacking bars:\n",
      "    \n",
      "    * bars: :func:`~bokeh.plotting.figure.Figure.hbar_stack`, :func:`~bokeh.plotting.figure.Figure.vbar_stack`\n",
      "    * lines: :func:`~bokeh.plotting.figure.Figure.hline_stack`, :func:`~bokeh.plotting.figure.Figure.vline_stack`\n",
      "    * areas: :func:`~bokeh.plotting.figure.Figure.harea_stack`, :func:`~bokeh.plotting.figure.Figure.varea_stack`\n",
      "    \n",
      "    As well as one specialized method for making simple hexbin plots:\n",
      "    \n",
      "    * :func:`~bokeh.plotting.figure.Figure.hexbin`\n",
      "    \n",
      "    In addition to all the ``Figure`` property attributes, the following\n",
      "    options are also accepted:\n",
      "    \n",
      "    .. bokeh-options:: FigureOptions\n",
      "        :module: bokeh.plotting.figure\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(figure)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=[1,2,3,4,5]\n",
    "y=[1,2,3,4,5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"1882d10f-6002-494e-a05b-35a74fa4272a\" data-root-id=\"7168\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"a214a4c9-1c57-4ff9-abe9-c5e82585b740\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"7177\"}],\"center\":[{\"id\":\"7180\"},{\"id\":\"7184\"}],\"left\":[{\"id\":\"7181\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"7202\"}],\"title\":{\"id\":\"7537\"},\"toolbar\":{\"id\":\"7192\"},\"x_range\":{\"id\":\"7169\"},\"x_scale\":{\"id\":\"7173\"},\"y_range\":{\"id\":\"7171\"},\"y_scale\":{\"id\":\"7175\"}},\"id\":\"7168\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"7201\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"7186\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"7185\"},{\"id\":\"7186\"},{\"id\":\"7187\"},{\"id\":\"7188\"},{\"id\":\"7189\"},{\"id\":\"7190\"}]},\"id\":\"7192\",\"type\":\"Toolbar\"},{\"attributes\":{\"text\":\"\"},\"id\":\"7537\",\"type\":\"Title\"},{\"attributes\":{\"formatter\":{\"id\":\"7540\"},\"ticker\":{\"id\":\"7182\"}},\"id\":\"7181\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"7182\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"7169\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"7178\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[1,2,3,4,5]},\"selected\":{\"id\":\"7543\"},\"selection_policy\":{\"id\":\"7544\"}},\"id\":\"7199\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"7171\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"7191\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"7543\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"7189\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"7542\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"7173\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"7200\",\"type\":\"Circle\"},{\"attributes\":{\"formatter\":{\"id\":\"7542\"},\"ticker\":{\"id\":\"7178\"}},\"id\":\"7177\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"7199\"},\"glyph\":{\"id\":\"7200\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"7201\"},\"selection_glyph\":null,\"view\":{\"id\":\"7203\"}},\"id\":\"7202\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"7544\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"7199\"}},\"id\":\"7203\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"7540\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"7185\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"7191\"}},\"id\":\"7187\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"7175\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"7188\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis\":{\"id\":\"7177\"},\"ticker\":null},\"id\":\"7180\",\"type\":\"Grid\"},{\"attributes\":{\"axis\":{\"id\":\"7181\"},\"dimension\":1,\"ticker\":null},\"id\":\"7184\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"7190\",\"type\":\"HelpTool\"}],\"root_ids\":[\"7168\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"a214a4c9-1c57-4ff9-abe9-c5e82585b740\",\"root_ids\":[\"7168\"],\"roots\":{\"7168\":\"1882d10f-6002-494e-a05b-35a74fa4272a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "7168"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画布\n",
    "p=figure(plot_width=400,plot_height=400)\n",
    "# 尺寸、颜色\n",
    "p.circle(x,y,size=20,color='navy',alpha=0.5)\n",
    "#显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制基本图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from bokeh.layouts import gridplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 画布数据\n",
    "n=9\n",
    "x=np.linspace(-2,2,n)\n",
    "y=x**2\n",
    "size=np.linspace(10,20,n)\n",
    "xpts=np.array([-.09,-.12,.0,.12,.09])\n",
    "ypts=np.array([-.1,.02,.1,.02,-.1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 画布列表\n",
    "figures=[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "p=figure(title='annular_wedge')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制\n",
    "p.annular_wedge(x,y,10,20,0.6,4.1,color='#8888ee',\n",
    "               inner_radius_units='screen',\n",
    "               outer_radius_units='screen')\n",
    "figures.append(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c25dc4c2-ed04-4e4d-a72b-8f1a70f8fe83\" data-root-id=\"3184\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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e\":\"Plot\"},{\"attributes\":{},\"id\":\"1638\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis\":{\"id\":\"2464\"},\"ticker\":null},\"id\":\"2467\",\"type\":\"Grid\"},{\"attributes\":{\"toolbars\":[{\"id\":\"1128\"},{\"id\":\"1199\"},{\"id\":\"1380\"},{\"id\":\"1642\"},{\"id\":\"1993\"},{\"id\":\"2441\"},{\"id\":\"2479\"},{\"id\":\"3097\"}],\"tools\":[{\"id\":\"1121\"},{\"id\":\"1122\"},{\"id\":\"1123\"},{\"id\":\"1124\"},{\"id\":\"1125\"},{\"id\":\"1126\"},{\"id\":\"1192\"},{\"id\":\"1193\"},{\"id\":\"1194\"},{\"id\":\"1195\"},{\"id\":\"1196\"},{\"id\":\"1197\"},{\"id\":\"1373\"},{\"id\":\"1374\"},{\"id\":\"1375\"},{\"id\":\"1376\"},{\"id\":\"1377\"},{\"id\":\"1378\"},{\"id\":\"1635\"},{\"id\":\"1636\"},{\"id\":\"1637\"},{\"id\":\"1638\"},{\"id\":\"1639\"},{\"id\":\"1640\"},{\"id\":\"1986\"},{\"id\":\"1987\"},{\"id\":\"1988\"},{\"id\":\"1989\"},{\"id\":\"1990\"},{\"id\":\"1991\"},{\"id\":\"2434\"},{\"id\":\"2435\"},{\"id\":\"2436\"},{\"id\":\"2437\"},{\"id\":\"2438\"},{\"id\":\"2439\"},{\"id\":\"2472\"},{\"id\":\"2473\"},{\"id\":\"2474\"},{\"id\":\"2475\"},{\"id\":\"2476\"},{\"id\":\"2477\"},{\"id\":\"3090\"},{\"id\":\"3091\"},{\"id\":\"3092\"},{\"id\":\"3093\"},{\"id\":\"3094\"},{\"id\":\"3095\"}]},\"id\":\"3182\",\"type\":\"ProxyToolbar\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"1103\",\"type\":\"Title\"},{\"attributes\":{\"formatter\":{\"id\":\"3176\"},\"ticker\":{\"id\":\"3083\"}},\"id\":\"3082\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1105\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2424\",\"type\":\"LinearScale\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"1415\"},\"selection_policy\":{\"id\":\"1416\"}},\"id\":\"1387\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2476\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"2462\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"3174\"},\"ticker\":{\"id\":\"3087\"}},\"id\":\"3086\",\"type\":\"LinearAxis\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1137\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"overlay\":{\"id\":\"1127\"}},\"id\":\"1123\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"2538\"},\"ticker\":{\"id\":\"2431\"}},\"id\":\"2430\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2478\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"2000\"}},\"id\":\"2004\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2427\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1117\"},\"dimension\":1,\"ticker\":null},\"id\":\"1120\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#7FC97F\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#7FC97F\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1651\",\"type\":\"Annulus\"},{\"attributes\":{},\"id\":\"2434\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1357\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2456\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"2549\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2437\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1226\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"2416\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"3104\"},\"glyph\":{\"id\":\"3105\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3106\"},\"selection_glyph\":null,\"view\":{\"id\":\"3108\"}},\"id\":\"3107\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"2478\"}},\"id\":\"2474\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1683\"},\"ticker\":{\"id\":\"1632\"}},\"id\":\"1631\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1649\"}},\"id\":\"1653\",\"type\":\"CDSView\"}],\"root_ids\":[\"3184\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"6dc0306a-e324-417a-bc65-9a053939d7b4\",\"root_ids\":[\"3184\"],\"roots\":{\"3184\":\"c25dc4c2-ed04-4e4d-a72b-8f1a70f8fe83\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3184"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p=figure(title='annulus')\n",
    "p.annulus(x,y,10,20,color='#7FC97F',\n",
    "         inner_radius_units='screen',\n",
    "         outer_radius_units='screen')\n",
    "figures.append(p)\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"ec9b2b73-854d-49bb-8e0e-4991961a6127\" data-root-id=\"3859\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"4200\"},\"selection_policy\":{\"id\":\"4201\"}},\"id\":\"3901\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"3876\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"4199\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"3859\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"0b5ef3d8-effe-45f5-bc24-8d10e18142e1\",\"root_ids\":[\"3859\"],\"roots\":{\"3859\":\"ec9b2b73-854d-49bb-8e0e-4991961a6127\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3859"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c35a01d0-12c2-48f4-9c1a-725363ccf4fb\" data-root-id=\"3906\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"4537\"},\"selection_policy\":{\"id\":\"4538\"}},\"id\":\"3948\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3916\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"4534\"},\"ticker\":{\"id\":\"3920\"}},\"id\":\"3919\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null},\"id\":\"3928\",\"type\":\"TapTool\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"3936\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"3924\",\"type\":\"CrosshairTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3933\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null},\"id\":\"3923\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"4538\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"3915\"},\"ticker\":null},\"id\":\"3918\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3950\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"3934\"}},\"id\":\"3926\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3920\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4534\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"3935\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"3933\"}},\"id\":\"3930\",\"type\":\"BoxSelectTool\"},{\"attributes\":{},\"id\":\"4536\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"text\":\"\"},\"id\":\"4531\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"3929\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"3935\"}},\"id\":\"3932\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"3934\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"3925\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"3948\"},\"glyph\":{\"id\":\"3949\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3950\"},\"selection_glyph\":null,\"view\":{\"id\":\"3952\"}},\"id\":\"3951\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"4537\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3909\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3949\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"3927\",\"type\":\"ResetTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3923\"},{\"id\":\"3924\"},{\"id\":\"3925\"},{\"id\":\"3926\"},{\"id\":\"3927\"},{\"id\":\"3928\"},{\"id\":\"3929\"},{\"id\":\"3930\"},{\"id\":\"3931\"},{\"id\":\"3932\"}]},\"id\":\"3937\",\"type\":\"Toolbar\"}],\"root_ids\":[\"3906\"]},\"title\":\"Bokeh 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       "  var render_items = [{\"docid\":\"7d912965-a6ac-4aaa-83ff-675a3bf27324\",\"root_ids\":[\"3906\"],\"roots\":{\"3906\":\"c35a01d0-12c2-48f4-9c1a-725363ccf4fb\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3906"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"eb03d82e-c90c-4215-aba2-4b16684a0945\" data-root-id=\"4644\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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EBjEOPVWHQ/QIVP8JN1xjBAk7Ij/i2vSECEk5DgJ0NQQK708VYnrTBAOI/i7o1JTUCIIINA9kI6QO2ypoMPiTtAYuiVeIgLQEB2DYPrZy9EQG0G5GWxIEVAffAGjX1+UEC/Zp4eLVJIQNXDo7UQiVZAhgchhsz3VkCl0UnHwDVVQDxMhIyDUVJAJsrvOcjfREAAF7MA1UUlQL34Eeoo+VVAoOs9HqmpV0Ab+qBKWGs+QIu8rFgnyD9A/GlBvD+BUEBIhYOdsxs2QNvQbwhtyBRAwsqUuL1PK0CSHc3sN9YcQLQH8NejAT5A188b9eXiQkDK9qNgfbA+QB2mjPlwUkhAQ8wJS3/wQkABusd5gqZTQNFGCumjA0xAcZG7vMUxVEAybjX04G1BQMjKTXFUB/s/VZ4FQu3uWEBQB6427bJSQNMnL5UzEFRAbCZS6MczIkBqutoziS45QDToBiX0f0NAANMPZ0iRT0BselsjvCc5QIBqmIha4VVAnlkwqKzdVED4VpORIAElQNIm7jwLqhJA2T0lvPjfWECqrGTxSIAiQGGUOtzYhlFAv3mU+4SkRUCD/7XExfJCQNZDQtp+V1JAvp+JyY8CUkCBb4+xEtJRQKx19f+EuhpAzwjC5X9wTUCQl41DxmJBQCJcYtgOeDdAnwfncIz2L0DAepso7SdYQKz4fsxbpFNAyokkHLLBUUAmqJfO71pGQB0xABKko1dAsO9J4zzOUUCw8PV8+Bw6QGShkUsAN1NA6lHmQAcZRED22bsEWH4kQF0/NvouRixAiSln9MAFVkBK7iczk0RTQDkUYjZFNkRAuBJjVNcpSUCoaB+g8f5VQDjgoQ8aWlFA2tljCGwaKkCcGGtb/i33P5/zhwuzhFBA/dReMI0LUEAXBGrQwLlIQKDA5jz4DVRAibrjNbfOOkCsBgGKgQYwQLhh3pNP1RpA6JY3EtBKP0CfOgrV/u1HQFV3hqz35kFAv2/lZgqgVEAn/C5u5MNVQJb17hIr1UpA0mD5lLWIRkDewxEyzwdPQM8mP1eqt05ASFHy4WWjAEAMP0rNq/NMQJ2y3NNgmlFAVH//V5tWUkBt+N7XCTdPQA+PtNNB/DdAgSxcu5JoT0D5RWDK5gVWQGooQGBAbFVA9+Sm1IvbS0BrJaVJTcg+QIDApg13iVFA69B9DWYfWEDC5HRj501DQGCQMq2TzExAcVLP1FC8VUBNWYObLhMzQDtPfCGaRlhAnotZQnSUUEDniP/47SM9QOEBprKeATVAhrUwPaisFUAyHY8uOJMnQL/0laqdmk1ACl7wDGGjUUDcShl5pTRDQDAGh4wLTSFApUQil5A7VEC3+P34bnohQAyRmfjAVEZAEoHg3/czF0Cdc1m1II5OQGiG2CMXe1RA+EZ5WfBcBEAIC4bWVphGQHQvxzgWhzVAOJPiI06LUUCPBT4FhvkiQEm4AXY37z1A98jHuLIEVECPwiliUQpWQB7YUcsB+lZAceowqhpUT0Dg7K/D3+9BQJmXYhwNCERAkcL3bHZrPkDjrjANOsVIQAf/o2gj5lhAOax0WNu+QkCjmKYRcwpAQJHTGdl0s1ZAcbwMrDGqUECUXX3ZnGsxQGLwevSuyU1Ar9M4cl6xWEAoHCyC3UZUQEBrIJhYyEBAB6nGaF9AU0DvZPrm1Lo7QCuSDWwGTSVAzQIZsAEiUUDJdNd0A1NTQMP+DIYxFVhA+mQVHgDIUUB61dLEUVhBQBX+ZAGjzzlAi4Y1uBb+UEBKHSVBeRM2QNk574hCViRA2yQoUBl5V0CnQ/zRwAZTQM3/SqanmjpAasZFiGP6SkD5cI3z0X5YQObEHiqy81ZAIqXnerzYJ0C8X1SjPMg7QLbIYflTDFdAjIyQ2ztFQUAuzG8Cg6RDQBZcT1BB80ZADisEprP/SkAzbSv1lkpYQDzy3AuHKVJAnDEGjyxYVkDCPe0CKDlQQPZWpEGsa0FA0J9P+oY36T9qLdbOO89QQA0akZOiwSNA29/dI85BUkASLKYWpgRCQHgcQ9apqVBAcy8URDyGRkBC7CuY1rtFQIu9kC01G1dA25nbLJJFR0BeUztTS2ZBQFEzqh+3BE5A2DNjWclXJEB6OmOmpTxRQP2Ka/l0/1JAuB1ksdQ77T+bWPxq+LotQMGJK+oPFCJAmPkKfdQJUUCg19YM8jRPQESOeSgk1URAl1yvQY2EV0DYhSHGPqlAQPgM8+ORMUJAIcgarlsTQkCIFTbNggRHQNf/AOnVN1JAw69+zpzvIUBr8kMtLphTQKGVK0Vmkk5AWqDjLF7/VkAXD2n8f+pBQGFV7LWkEzdA3ur98U9CTUDLhS/cEwZNQFgP4Boxz0JAdxMY8yZwUEBeD+KtPnNRQDNHtt/kFDNAVvILh9bYQEDsaCj5gVlAQFqiE1osplVAuHrBdH0zREC2hOm6GRcyQNHmpkNCEThAY46A2F5pOkBzVssneKVOQPATKbUcuSZAei4TqGf4SEDMI0UyL+ZUQHP2Z4TpIE9AonBFMAzWRUAano5HmeQZQLuyD8m80klANk5WFqGoUEAYPXmxWaxUQNH52GKiuFVAqbgHJQEmUkCjEDbUh3AzQBB9Cd+x+0FAFK6vPBtbHkCS6/tD7OgzQEh9TNQNFVFA0i7GwjvSSkB00SszhxpNQLebBHgrBURAtlXucZsQHUAuf3C0D01AQLhth2/flU9AXlrmq7K4SUAEvpJ4iCpFQMCrrEDkdTFAX5JVK9RjHkDiVUyiGWNQQG6rGukeYE1AWwo5XhkDRECfvTyNy0lSQCVU5Mph+UpAVY0xfszmVUAC2J3dKpNWQPG8WOfsVklASPSRhRvUUECubBlDsuvyP65kytfD6zlAbqSpokdwQkCrf2O96JFDQOMo1xO0oA1AZfDR7OYqSkDWDfgVTCFTQNZ3LLc2ckBAtrzSWsFTS0COQVBePtZHQPiFJQFa4kdAU/ul5elzDUAmcwtK2QMmQGig1qPJZUBABVn9MBsDR0DuUj46NRtLQCerG5CbLUtAcS83/ZjEREBBmqMCZqJQQKAL7x+MrU1AuCuAruX/T0AT1ncvsapGQLN1AmXzylVAfTTLSTnOWEBXNNJ8aGtHQCdXfOtsb1dAXRN8KF7GWEAVGy/tzPxYQLUYql679E9AiZIYe0nvQUA+W7VydxZFQPXn+Lpm31hA4n0X7GvKTECkFtqYr3YYQMjhUZU4K0xAS5ylj98WUkD5IfOP5OhUQBswRQNYvldA4OIlcycGVkAIq8TxRjxGQImLxFRk7lhAzDb5ZsIU9j+1iBgxbn87QGhsL67sGDJAi0s5iEQOUEC8cCObpTvlP43CtO9iM0FAAhJhxHbsV0Dackqc/z9CQNF9PWU0R0FAtLm0Ep75VECMztnX5745QLrRF0d1bFRARvo3bk8lU0DM1PkLK4tTQODBZ3eTlUtAXzO4B7xNUEDoV8vU80NDQEtuwdsqrUFAH9/k40gLS0Bh2m4S2+lMQBFmgwgBgUBAY0Y6pJh6DkC2/w+LCMdRQMHR5+Hsp0tAB4BaxYJpRkCcXdRqH1tPQNt5l2gVulJAdOX9j9RkC0DoH3LMIvRVQJpr+bu3uE1AZp1/Ed+fIkBHPDNImuc2QLYxsMq1NlRA0lBpbChZWEDqdbED515VQB/VoGjBJSBAGK4hJQPhVkACme7rdqtYQE8seIysOExAzp+fufn6SECUbeAcsQU+QHZmMyUXtVdAhM4TUriMJUArUKC1CC8pQNPUeSymtVVAbqsD87YvU0BqiFenYr5NQLqpbymjqFRALwT4NVjiNkD45QbjTiNRQGRjFTCyKiNAg/6PdnG+TUDmml/Oq29OQL1CWhnE31hAi4SFksYJS0CxyocABFYKQERhXPkJNklApGmZN8j2QUCwSkzhXYYYQIPO/hwEylBAMY1HueUVVkBJmsjPw2tWQBFWQsTApFhACOyy7fPNUUBFP0iK0mNBQIZf7hld30hAJQnWQs/ATECVZhESw25WQJydY4aEGlFAV0MXELyhS0BxzcQOgng8QLmsvNN5zRxAIuICE+B8RUBmmduYRtJGQCRjKaP54DJAjIrWuhTwQkAmkXUw56ZFQIJyFgBO60hApE7jDp3DVkCAmMxbxXMhQDIenbPR8UJAwtSXpdIkWEAbTMLHCZNHQBmEyosA7j5AfJ2vl1XmRUBDWbd89w1HQP7IYCF/okpAH2CVT2s0WEA6LmvgEOxNQJRVCq9EoEdANbWMCEnXVED0x/UuEWdVQO5Pf6syy0ZAcW0h9rMHRUAUX/LZHzwxQJgZhpVkTDRAlkwkE3FOUUDRK3S9iShOQCsgVM3yqyNAGGwlZqwIOkCUX6sVhmAuQIuH/YLAwUhAEhDnFrVBT0CqZIMzeQ4MQF7uB0/D7lRAc7pzCbpuV0DwvRwDNANHQNyqo/cmHCNA+e3P93M6QkB5msxD0QNUQMXY9W7p20RARfIYCPFEQUBhLilFpxs2QCjEjKgLlkdA2SnBvP6oV0CME/O7ozlUQDH1T8E4flRA0pw3Ymj3UUANFhr/p4ZLQKP74dU+IkRA20RSF22IVkBJKJ4FiixVQNfhRz1yu1BAphC1VDNwUEDq6y69OXFDQBpAxOyvgC5AoV+EEoJIR0DBAENjiRAxQOikB4oOPCNA2RDGm6gTWEAuNxmK0cdFQOMQQe2xF1ZAZMeJbeSlTkCaExALTlc/QP8znCs1hCBAiq/4N8xcUEANrl2utqxRQAse8HetxUFAQvxMEmF+V0DmgD9BfuRXQIfWjjZhfzdA9Hx8bBA1VUCeJvkMrg5TQHC9soqG+U5ARPkMxa+oMkAscog2RZYoQAq/VprYsRBAO8K0gietSUBTftAZrBVSQPpE4pvdmCJAqzpcyeaBT0AW4+NW+UNYQF99qrC6ckhAlERX61lwUUAfWt5kIB1VQIjOjBl1+1FAEHe1U0evRUBHoYEKmKZEQAhcz533X1NASjQrapqFRUAMp1W0TVpFQA8tqc2LAEFAVzHbe/gVV0COUSw+Qq9NQAinekAMEVZAAExR6GtRJ0DSbWswmLYzQI+PCAg2RUFA3GT5k5b5UkBWRVo1K49XQOqlNPRI0FdA0UdlubNyPUDZH/NRQZ5QQEIgJd6ZKTZAY3b0YFgdTED04NPnvroqQOhKbXvG+ENARhpyKqwmU0AWaFwZ+7dVQKDgjbtAVFdA4bFhiUzHRUCoWRhEw83QP0v6A6eaolZA42cJsWM3VUBfCrvirRhTQL4driQxr1JACFAkmjneSECudmPPAOFVQOmtT+PWrjdAZlodKFJiNUAsLW5qLbFJQB2Ss9bp2UNApUrLbCRIVkCD83Y5QQc3QG1sOXqIe0hAUr+LWnpTT0DkQAnNXrtTQHAk45BvA0xASfUCrTt0VkDAppwJyOhMQIv5M4p75ExA9Dvwib2rU0Dwciog45c8QNXfsBpWoUZAZ/kHlvFSMkCWnEjsNIwRQFMyqxdMo0pANQFUbaOrS0BajnVweLNRQJVo1Do46E9AAkK4tDwBRUDx/KnOm/hVQJMhKaobMjRAMln6mJd5NUATgsuTyR4wQLv58soPh1RAqq6c/rhKQEDL/PnegR9HQIaKO1G8Y0xA74Y1yglxVUBoLtUokH80QAgrSIyV4FFAShR3VdxFVUCEfSdC6RdYQJhfsZEGejVAqFdijEM7NUDaCb3tuDE2QJuycTUprjRADnk/SgBPUEDwlrQ3LdBXQMOxanmpugpAO9VIPaKzU0D3vznsM2FWQEJQ9ZnCeU5AT8JhOUOAWEDUq31URRFGQDSHK8gk/0VA2H2U4b9lSkAmszae/PNDQKuV4vNgS09AS6QqQmLFLEBgDp35kFwaQM9mzE1Lm1RArnxQODmcUECy4TnqwU8YQJYWasDwxjRA1J8wqZaoIECgrOnStt0+QJpgUhi4FT1AY3cLoLCNTkC/mtsdrcVRQHUuYShYeVdARt6Fja1OVECM0zOoBHxFQCXuzBmF7kJA/FD8iJpkV0DEVpOlFpFVQP2hoJWw2FNA8xRvLRWuK0D/wP+kIZMdQBIsqa/Kl1NAZ8BmGunZQ0AlWgRPtS0nQE/mYBrxZlZAST0S/ezbUUATTgZohKVWQPttmqlFjFZAxsbiDCueTkDn1PtVwfRWQF8wEqV/bExAWeAEL4kjVkAIj0ZmjVdDQEhCnpACIkhADIIGBo8bTEDyxqMrMk08QBiFPw+apFdAFYl4eogGNkBvr4R61mwhQAKWsf/nMlJA4ioqMsTWLEAiC5XQc4dJQJ6AYYuCmzNAvIea3R7LNUBazo7EC0hLQAoYiZLzSFhA4xQkr6egSkASFoDHlP9SQAalaJSUuEpA+j9ul4iAGUAngqn8mNBYQEpOg5LZKlhAVUBf4VpdS0DjzQSGBSFYQM2sFLUIVShAQje7kFaXPkAniuZn/OtVQDguT7hrCUhARA+hzVOiSkDcws9dj0oyQGbuXFAeGFRA5FOMtQ2qWEAOahTWxYpVQOYrz/d2rAJA7O9WawPBN0AqpCkK6vMcQF2vIBjZ7T1At8BpgWhaQkAQhHEwcJJYQABnQev0k0hAsJmAjm3T9T82DEyqzQxYQNdjo+Lga1dAOlNuA5TeWEC2PnObhIU7QEyrr4trfUlA08/QsZ0LU0COg1zV0RMmQI0WB8ATy1NAdhcAl9PCVUDCIdkRoOtAQFJsgXwAcktAPjMrbSpZWEC9wKeIKKI5QDfCUs7TzUlAFbqA7pgpM0BgEzpVAU1QQKqTCLX8hiVAx4TXZ12gQ0ADi0T7K1NBQNOuDndmVFFAIas27ea0NEAmoCv/WOI5QBuUAroYJVBAPC4GH9UDNEA3+4e+UTJCQE2ZqkB+eQhAe/D6+ADcQUDdCM2j2xI2QFrX568o/ExAq5+uf9JUS0CR1plPcBhRQFi+X6oG3yBA2HrjUvL4VkAsxC0NRHVWQEqownmri0VA6if+ZLV6MEBrmz1bA8JXQGUPDGm8vjlAKyZ0WgHQT0AwKE8t+1cwQMKuD3gm1TZA33ccBb0QO0Ck3Km2RzFPQJ1Uo0T4uVhAyF0TqVgYKED+2KdJZxr6Pyks19buIlJA7tsmlbWYRkDIQziprMQkQPUJc1+oAFFA8rbq7T/jF0ATXLA+SVdRQBwOyvsJ7i9AKV3yZ11sLkAaT/dlnh9YQAZ4G3QKUFBA4hkjBtDQUkCZ4RXx1FE8QB8T9vo0l1JAslb8mxuKR0Br66ZzlTcSQBPisf/cBjdAKhcatxpPSkC9uJGKMeEJQBmgE3AjAjFA7TGXD+VBGECpLsG+ipdEQESUdELGNihAMqhnkqlsRkD4N8c3h11XQA5N4Fsv8VNADeRef6tBSUACQQXPZZBWQEEIsSiUplJAjkdIY8+rKEBGA9+t/9EyQE6t1A9edylA/yMWGVFPNkBEx8rTCiooQMQ36zmwEU9AP8lmLLcBQ0BrxARQPzVYQMCvbcEzUjpA+G0cTqexIUAaNlXZMGM9QL+LefhIok1As301UOnnREDorSqsA0wzQOPO6ose4DdA8NON5l9Q1z8ShT21U4oyQB2qkgtTtyxAke67lXmDUEAz/2Jr715JQGPVQwsBQlBAf5AkKph5V0D8Y3RA36QoQLqF5mYCJCRAi7XMYt88WEArLRKLcnQOQN5rxvmDszZAyXXp0MRPUEC4dpB7j79WQEjbBCeFvU9ADr5sAN5/KkBNXZHxMSFHQO7eS9DKb0hAxQMcAXF9OECyfG04cmwoQN9H9S9aJlBA2bRdTaYGUEA+UUhwkaxVQDeDZXnriENAagVV1VntR0C4ZZlyqIsdQCrsACuhSBdA5z2MPqWoF0CTaNyaHEBYQIk+V53UJlZAMPMqCdYkUUAs+66JNMZTQBIvywQoWFJAe0UsgzHtVEDegSk8EMkaQPZ6iIXDs09AvvNl5JRiOkD1cli/uQtYQDz9saSOkldA+7BC818wV0A8I+vqJbtWQJO9XLKLalFAbvA7tyI2U0AxBF+WDzFTQKFC2gxSxU9Aqu3T5clkVUBGM/ZT4E1SQLpOh1hIHj9AS+MEYR27IEBE3uU5vBRTQGZiI8BbiUxANqN5gSlp9j9KNsJAb95RQC3yQ8zHsFRAdkjd1DFKTECB63pCmVwCQFA5mJlX2idAe5Ef7YEVJ0DY9p3e5wInQJbkRxxGGEZAYkHsK4y8VECeuYB/o1lMQLZbKdOkvQtA6YrzJC7LWEDKm537NfZYQNFZw/ksMUJAeQJ+C1WhVkB1tJOhHMNAQLdH72tC/VdAO72A2361DEACQ2wDyZcHQEYPamkZgUBArnLLXUEqJEAbPhlntHhLQMtLzkQVe0VAqK+0m7NeJkAQp8BrmWpVQC+7QylZCzNAHOEskgs2UUB+eiT3ntEzQO8zS8k10VVAa5wdWRccUkDJHT5iy1EpQG1ptKKuRkpAMu4MeHXZVUC6XaYWGUP/PwAldhPl/FVAdr2j4WLRNUDPfk/OwDhPQJ0j6D2r20xAaZFGmhnRS0C0mgcKrA9XQNcL6tQOjE9AMok6jIQLSkD0lXew1mxOQDRJeZUpHlZAg+WFJPKhKED6ElwrIA8xQOxmvopOHldAv8/Rz2AzNECcFuamBeT8P6lACEAFeUtAH5v/haWYQ0A2mHCne3pUQIFDun6/w0xA82DmaRIbU0AyEAqqHUFSQOfLOB9AqilAtmHZaSW5N0A8EtYtD1gsQKrO8pWEVxNAm6Oi0pTtLkCsSrCJt57uPwFu0ceVoFVAivDIGknEVkDHcXpFS+ImQBZfAmBuwVNAX/V7S53RBUApiUyPDK1GQDAdd3NlCT5AvEJ1n2hRNkBTd+JEH8NBQCaeT6NXGUJAQvM4SBabU0B5HCswlOlWQIM/3rfwAlVAPJSh3jh3IEAdC7zWKcQ6QK0LmO9uslhAGGSZjdDTQECqmaJoLHtKQPq2+zdawUpAqxYft4ScQ0Cq+HMYlTFXQFJ8B4b6Ik1AYoZziTBJVUAWuGwo5H3yP3Vb23QVDFNA2DqU8yUYFkArxcHq0wdSQPiYRsXrst4/2+V2/MEsP0AkLAUKcNNKQFUQbHcc5FJAZIplZyhuRUAzgewO70ZJQHse1Tzj41BANYB+oU/yVkDY52BSfwlTQOHgbEjjsUpA+lDo4Cm3U0CivneNHRlNQGPcrZhvbSpAwaJIfKvKUUAkBP99wF1VQCU5cYNq2k5AXj9gDXbuTEDJZG99qtJQQPwG3mYxcUhAuLcHl7PoUEAsmjk2r9zwP0vGTyHhYCdAiyvKsMKXTEDs0fl8dBr5P+ARcCnpT1hAIQPrw1aBSUAy772sQMY7QJKY0Q4v7EVA1ax7EIFhVEANYB8tuYZFQA2DBE+ynlFAw/pXOoYgHUBMgZxgQFtHQK72MaAsezZAbfpLF10/U0DFEe4TyQVEQGsl3jHlLldAIPFoCjrxQ0BvvVQN7ixVQF+qHv/5PyJAUOynFa1HI0C0zx3/yi5CQAH671dz905A5lmkO0mIWEA0/d3GcZVUQIC2D4hqWFRAfPfInqAvSUBMA/B//bwgQK80R5IrSEZA8OTE4b72O0DElLOC1ZFPQJ6TF0nxqjJAyuvMWIXDV0AckD/NQtZLQMG86BKTNFZAYlf6EdxcO0BvHwbY5BxYQIdNyN6yw1hAf4boYqJGUkD7z/C6l+s1QIYQJ0LmxlhA8QWLK+vsR0BNdHI0C5VVQOcRWPogDTNActzawNZ5SUAKAnXaKWhSQECBTAeGulhAcWY3jXwAOEAWZQhfFrBLQJ6XwVg1alZAxjxnkJAwFECM93tSpTZSQJl7rL+kn0dAbJ6mhqx8VUCyeN/eSfQ0QMANnIsvsAFAFuDnYVOkRUDS5lVWxNRCQHLUteviClRAN/RxX3jJOUAqYvPqCJ9RQP1xx+vCnVZABnTYeWZw9j8/vrxK7qdHQJRq8F358ew/9g4rf/zWMED5Ckraocw0QDTBC2N+kz5AzgIBiLQyIUC6facvtwtOQAUNlgwBrFhAAPpbyG4ujD+1oZEXQDJVQBr/y7NkrlBAC/NT9ub3QkAYenYV5TorQHuOQ8zg3FZA9siJOiyePUAjZ7JtNP1RQByP4EKoYThAeMCzhuQ3VEAxjFAx98NMQL5WSjQNX0NARC7CU/xVREBXO/75t1NYQC9BxnmTw1hA8ovbySCLTUDSgcy3wctOQIb2VzwfDhRAc8rOtJ+cRUBRvAwFcL03QPtcRphosVBABPezti5UUECAin7E02hSQNICU2QkYAdAPSdHMQZUMECJyTs8GEBAQMp3xJcF9FVAznWmPvqlIEDxn/5iOd4yQBGt35TpTlhAVzai80dkU0DhGiTtV4RPQAA8tzXx0k9A7tLy28RlTkBUIiK5/DhQQKCh4g72BS5AG/WgKSNdU0Cdf8oZqrVKQKW8g1LxCUZADlOrgPhdVEC1x+bKZVpMQBxcbUj8ClNAI8XrdWkTPkBb82QLB2xEQNMy4q1nWVVAigKPfV6mK0CWUVmB+3JCQDp3DCAq4ytAw0iC6ATWR0D2CQnzxMMjQKX13HbNGFVA2srhhstzTEBOQhmIuNVJQBzxghR3+FZApCezcYT+PUBomV1g4sRRQAZJB8d7TkVAOviKAxXxGECnAgLTm4NKQDbIafAb4lBA57QXvh60REDX6ATN7aE6QB68WfVQBVZA66XJQWknLkCOsDL9o8ZAQO72EP+ghkJA6Js+5zUqWECasGxQS0ktQLrhXGIVKFdAF2aRuGtZO0D6+zooil9SQNAU5rTHJQBAJfSCGYsUMEAaqfaGQNxCQI4IyzvjeEFA0wAgOcXXV0AKB/vC2K0xQFBUX6duLj5A8o6Wlg2wTUDMQ/L4dl1TQGido1c1oD5AMc7cBDavVECeKbljOvM2QNgEcOvaIUhA3v717dilTEAYcfTDERMtQFvC1+WZVUBATniyRnxdMUD9rZ1hhdBLQBt3YLITEEVAaygf6IJ2QkB0JdR8LJVVQHL/vtAChlVAIKKlBigOLEDD6KxQ/DNYQCA5G4GywFZAZnLi1y3/N0AmFeZCG+dTQJUDriAaFlhAxI0dFObOP0B8J96ctlJXQBZZORD2YEJAtbosu6WQRUBi3QjQQKM5QCJ42QJJaUhAjXzgc9W2V0DqqBR+7NlLQNb0dnWellJA6/uuJBy0V0AiTjvb+ZBOQO1OnuNQQ1VAeco79ex1CUBLku0VQmZUQDq1QiPHt1RAgroLwx3tNUAQ9Ff8qgUYQDLboo6fWjtAvmYb12ieGEB4JhCScQxDQFhpch2XVCBAOOjggGLYTUCRPTkJwcMlQBswIr4rmk9ArR+Yu1dGVkA9GUjoXSxSQOh26MvUfTNAPqWCZMuBV0DvLxBdDYZNQO0i2YZ4UEpAGeMVxk3WQUAArEvcOZ58P52j6MkbkTVAhe677kxOCUCHIxLbP/tQQODNLgmxWlFAijESaQgDOkDK+qq8RPdWQKAHTorTGD1AYuxQhdM3T0DwGrD8No5GQP8drXf0qFdAD3x1VOYaN0DNoXSGLCVDQBa6Jo4wbT5AG84Jg/xcPkDmJruoJzNGQNTsezw15Ow/qKMbAl1WREDsiPIfgNAnQHeuliVU5iZANxjEqH59UEDQmD8Vb3Y/QH8nO51rljpA5hRIZpxIVUAGAj1fxQ1WQAS2g+WIl0JAZGbxK3cNKUDC5LPdmo85QALoo+31fz9A2NxT+I7cREC5Zebs44BXQK155ZmCT1JAnNWUbklvRUD4iBtu87lVQGmN9ONK/EdAB3Ld20rzMEDUyq7CAZJWQJBPmEhAklFAGDwqRnUwV0B47+rqxPhDQOxdkKngVk9AKyINfhmnAUDFjk5EomAWQO2wIz2/1jtAdN3Ui8szV0An1LtgvNlLQJkIl9zjuyJAw+DYijNRVkBzAXnQOPkkQC2aeyFqkTVAE1sSsHOrVkC67SgP5jQyQKjqqqpMGExA2FwjFYIvEEBC4hisraZTQMEIMhUDhkpAaWYMKip7RkBOD24cYkxXQOX3BoErQFhAlp5ZOHjaU0Cz07t9/ixSQDSiE+yJRFhA8hj7UOUzJ0BIpxZyoVtPQD1qvul6y0lAXnZdRBfZPEDpyvLRVrlDQCQDolm9IUFAxoSf+1vkWECeMwYKtpZSQNgpboBwuFNANaE9ddUdM0DpAoIqWVE4QI9ez3AmpENAAAVmBPMKkD+tzIZVhy5XQCDPBzI0U0dAkAcT8bAxNkDf9m4zUOtIQFpjdtMUWVRAqQgoa3I8U0BuNO0cGfI4QI/o0aL/cFRAmYFUYn/qP0DWbXvF2hdYQA2bMIolE1FAj6gn5NIaVECGP/7eKuT2P6N4m3lvU1dAJH3LPHfvMkDZIlko2CtRQFAbpDgDbkZAZKs87sr05D8JLs3+tFRVQOToIxVlMSFA7NFj6tJaSUDCuN7LaNRIQMPhRel/wDpA9l7l46alQUDHz6/2Bd1QQNoDN+xPwSpA7i5xsd0VWEBx4wzeJJc6QDiSwmEaij9Ak8NNprkXV0BP0KB3s6lUQNTV+gXLDVRAO692iFHTLUAqHkk4h8VRQOb23PI3a0pAqlV7IvhGSkBDTN0JBplEQFBnMe0TP0pAmFgom9FaUkAviBzZ8A5YQGZYfwz12kdA/NgbQHVoUkBa4VqsQ9tOQOQCqpGiYypA/O0hpa9GVEDXqFnvChdNQHjUlJB5hlJAYojUkBeYSkDrBrZPZBRTQHm2y8Bf/VZAHblqVvKzUUCrYopBPldUQNjTaeYDGBJAqpHRfJEZUUC1ppe+ScBRQCBCZvcnslNAOyn4AJ2hVEAMT/dLAT5IQBpjKqUwflhA/fCzO7fgTkBExyd78x5WQJ6sasQ6rFJAGI5yCy0lLEBt3X5rt6RCQIUcm9FEz0RAFkFHIKmlVUDeVcwtaA8uQO0w0jdUG05ALN6fGSlAGUCOXW6r0lxXQK7z+SFsxkdA06ZnscrtPEAy9GxvzUU0QE1REsmzWCZAvFunITq8NUBqNNmsYgBOQBU1M7PNDBhAxWyVgqD1RECDgYIYI+ZVQBryV9dd9lRAZvfHoht+WED6r38t7QFRQNe7vTnPBDBA11ysSdiuR0DzVWd7m09YQKh37LGLICVA26jyrpQCUUCVj2MLnK1LQG5S4ETT8lZAOxy3tTZqPUAa+Q+woHk9QKTLDOjMY01A/GCJEix/V0C6g4zLoH5BQAibMI8oA05ABnj4Z+6lUkDFBlMB9DgCQHdGMGTrcjxA7ZHPgFiIVUD8wbJgqbPsPx/ssjfY60BA8olOf013N0Dfa1uKs/EkQJw7wby9oEdAAWzWxd4+U0C/JxdC875WQIoQIBEFE1hAjeffrSpRUUCkNkBG8T9JQNS04e4L0z5AkaR1pCJIPkBGEXjcsgEwQHvfSqZWHVdAWG7EDEKKL0BLKoqZzDlWQIeIgvrIGFdAyQK4fI59UUAs/8ZMe8ZUQM+jheET7kVA+fRz4aAZS0A1d0N1BWVBQNDO6loYzlhAVW68mymmVkDmLbl4VCFTQOpTI+xubkNAiVs4kbJmVUAR4ZZKHZJNQJ2Yxz2rJCRAEa2CCcsNRUC8tvl62lNKQGr3BW9xYVVAaht+I3+0JUCpFO+AgclNQID2KDCgyUxAeNnsV3x6U0CCRvnM2ZVAQF11Ww1unC9ADVbc9U9OQECexlWzvY0EQN701tsB+DxA9GW9sHAiQkCIgjHH2mZRQMNdOg8E60lASSRwLOS+QUDI7GZ18lZNQAj9v31U4hJAh4lxDQQMAEBLQd6gqOs/QBJ0yGY9605A0fApsPtiTUDL3D+8g7E1QJMCHRO561VAWn715EXaKkBCPbQWxalNQEJ9kvThSEJA9wPp/9iISUBWNpYl655JQGw6gw2OOFZA2otKM41j8j/PzSSZNudBQJBpAefvWFBA8RBu8DiCJUA6oJSjAA5MQHjtZY7goEJArbU/ZbHUVUDNeBA7GJxEQEHgQcTBGQtAjfaoY0eKQkD9jELgwlUnQH+XMO/UW1RAGgtv3RP6T0CQSJVniblPQKRk11n7tz1AXulRipVGUkAEHSGFtjlMQEYWV2m70BNAm457ZUp/UkAIrPAG76FGQB7yf1oQQE9AXvEVNoGkU0DgQZ35Gp1XQIJh2zz90kFAoZjqujUeV0AyqiKRMD1CQIg7Q1iTFVBAUlF6fKX6QUD5wSPWbec+QLB691pGlVVA2Zi0noOVVkDgjQYdxh77P3YNqBxhOUJAYVTEaYYvVkBhfLLQOy5XQPe3xCoXHFBAi9aal8RoV0AyxzJbvZxWQJ6L4mguMlRAvYAZG+37I0CqtC6Y5+xIQEM8h2OeHD9A/ogXVNGZWEDo3+xMn9ZGQDMEBb6bPk9Al0wtw4ClOkDPqiyWk8xXQCdriJufczRA9SxAnu5IQkCitS8WqlJSQMN/OefT6jJAfZIbcw8NWEA5aCrG5ERQQK601bMXOf0/m8fKJI8IU0CqlV1yXgNUQKB2pyEr5z5AX1rfp2O5VEC2suer7gZBQKkOkmNCZlZAGKJ0XmKOH0A7RTJh+HdVQCjn5gE8nkhAu6W7vSlTSUC1E8vC689TQIIrB2wlK0lAt0gVLQZAQkD4gHX794tWQJCVwljoFDlAzAEfVZMAQUAnPNx639lQQC9GI9dXKVRAq27oIDKST0BUfnX+5YxQQNzk8qNflUVATOcdfaRlHUAAzCHPunNGQHgRdimxdyZA7fOEtDhwTUCtsnutcU9UQGf8N+Ec9lJAZhke/Bf0MECou3gN5BNUQCu/nQHzZlVAtaFx/y2zVkBfVbF1HVFBQApwXH4A4EBAusgVr3kpUEA2rJswZ8tDQE98ZA5Mo01A4Gw/5qbhOkB0Nocxw2BYQFtMmANjsEtArqRyGT3kUEDNVTz3NiQ7QLs2U9C83jlAzSbH5X3OUkC+Z7CR15lWQOJHBzOackZAE0uo/V3eUkCd2F+nGogzQBXBbCbZtVBA4C1i4T5NzT8v01rf1pNUQL/18utXTANARVIV2JpzOEAxVZINr6BWQH7WuTjA5FZAAjfdbhKuQ0CKWCtSLlhYQCjRN7JhAyVAabSgmRSoVkD6s2By7rcgQMYM/PGdnlJAPheL3WBkUUAZPK629IRXQKiOOIhDSk5Az+aV4JX3A0AqB2w0xcRSQPioTlB9qStAksqeot0BRUCbvwTcP8JVQPJ38vTj5CFA+x3F+BTkSEDEUwIlKWIhQI/0a52isVRAhuMrH6wvTECCQVyDOiBSQHoS6GiD+EFATOr4Tu4NIEAk01XNgng9QHsxpkHfCjFA5sEjDWnuV0Aqmts40lU8QAf4RzV41AhAoBUOJQpewz8SCgBZm3UlQIJDWTIF5VBAoiRxuYTGL0D1abb8Yn85QDUmYFfkWhxAe5O/IuKpVUDGiUz2e0tKQB78T33A2VdAkYnuXKMYIUByr+J/wTFVQC41HdhEhx9AV3l/M2PtIkAO/h7sg+wYQF4Z/NUKk01AFdJe33/SUUAKrCPQSYJFQCigxYW2K0xAcpILW4Xj9z8rsUTp7rxHQNWpinvFfVhA4FOnE39/TEBuXv3LY2M0QNJOtw+G+TxAMDIArhJFUkCscilfs89UQCjlOGOPAgpALYYV3gfLMUBkg7+HH1hYQLjZSK5T2EFA+OPUOWFxPkAABG5Hv0aNP+oEUDnuFi9A0s0p8O5XO0BKOx8ORK0oQF9ULYjryVRALjr/PCjVVEAs3P7CaUfrP82zkqoXuFBAcAwb2+WZQ0A479PXdAAmQOeZnAW63VdApdNjyHHaSECyPhzQxPpSQIBwGLeUtcg/ogHfkzerNEA+lWzjUtZUQETjfdqVjjJALEKl9HurOUCtyN6ZZdtRQPGzAdEGwFBA7fYzdm4AUkA+T3Y4sYBRQNKzSOnxDU1AH+kwAaIFJECiGZdbQ/lXQN1BwhGkMzhA9fnZ9UocTUAfxTdox00qQDPbdMtitjBAnh4PYvTJNUA5xGU7geZYQI6duw1WyVdAMyWptkoLNkCKIUTuNl7+Px/RUOU/RVdAwVzUE9izNkBOr3LkRYdDQMxbOFMQKkpAzu6M1D8PTkBxNjCffWpRQCRydhwGuD1Ai9W///YwVEBjqvLtidJXQNhyBNZ3XiVAHPCulqxXWECj6Pge66ZWQFlepgbkEFZA5kbSGrmUTEBlFwf6XbozQHV0ZJ6u/0pAIBbwsS/TNkBVaiCmnLdEQC0D0q3ydzJALriSrCmuRkCs6aTBn9hAQFN0cNEUnVdA5H/SFA6gV0BZ5gS0LnhQQFDfjWecMERArwiyW/4FWEDAcGLYWbRTQHhZzki5MUZALY/1+u3uUUD4mcIRI5XYPy0ytjWGs1hA9mTlVobaSEDrl4mrWDtTQJCSJpQpczpA8SWi9b20NEBnjYDHbnNQQIm8LolIdDxA7m5swfLlS0CMmUnVvGUkQF2l3KYBDy1Aw//pohmeMECslY8NpdZAQEwjd8K7BVBADxJX4tdaR0CoMYvvXulVQIZoo6ll4DpAuC9wBVC+0T8ClRMEqnM8QFraT1TztztA8vGUwD44WEA0BaFkRjBFQDAJ/N3920JA+oRBsqb3K0AK4AfHf2lGQAjhJE4ehlhAcQ6ANS+dVkChg4XT7uNOQJNtG/xok1JAsVZRFVprQUD7RGqbdTlUQC5fEX7JpD5AtCbE3WWkVEBeZzmc7kVRQH7lxuOzCDVA5HTXMlTMQUAZJo5uwOZQQMwt/V7by1BAutGD9MuQUEAHR36Dy1MTQOw12+QQ3ktANvnoJ6e7S0BlMzRWQII9QJVfKzZQfTNAHkkbO33rHEB4qKpWWokNQI8esjgzR0JAUP016CnfV0BhZIK4y/xYQDz5DIbWcDFApLMWEdZ8M0B1t1H1Xvw0QNHyC9TI31BAK3PMlT+HQkCSSnl8CH4kQIQd20/CuFJA3eEhsP1KRkCjpYM4WTRJQMzVviIgJSpAuvwxNUgEU0BsY3I2dRcZQGvsp+71XgxAlpI3/1dYMEDoHzha1RYoQMtvzCM/k0xAlmPz1eqpHkCmLItePmg5QGFKNuJvfjVAb0ji+jHVQUCAorkhVAhVQF2WYCVUMktAgEHopUTcMkDgjRs3FbI6QPh89SG5JjpA0/3doNkSR0CrRPgvrjRGQBOv/tsfZklAHCquyV8mVUB31E+PxZtSQBO2AMwwZldAHFbHwH6y8D/klFTLLaEYQN5gtqmYykFAJJz3GcyiQUAJQyQWfedHQMP1iWCjLlRAk+PtbAc6SkBkEXsaAqf0PyY7UP02i1ZA2h2Hf3G2M0CG8pqBeRwwQOSGLaT7M05ABz4axxZmS0A6t9gQ9VE/QFr9V9gr+0JAAtn6gVnxR0B4QtMqqeFFQOhT5zGkok5AJHMQqNKDT0DUFrQKN6VVQOlIeSA1g1FA9j4ghY9DWECWezHdcBcwQMGH3grmoyJAemDfnyIMUUAMWjP7zwX4P5kJTx912lVAIu0tp4VXU0BusfF/95MvQE0JOsH6qFZAW+AH5NQUPUDPqVoZWNg6QAfb5IaVRC1AIl0PYr/1GkDmTvNGYu89QO3/jQIe1ENAHQGPrTmPPEDyLXHBQP1IQJeHes3cFVFAw2HS0gymVUBev8YSLQNAQDMGyvuytE5AwNjAP+5/SkBq4XfPRAIuQDDkuIc+3FJA40B+7J9GUkCVM5gTmqtEQPGS4ZJ1g0xAnfiCbONYVUByzNyCdixEQJvRVjI9HUJAF8ZTKgW4WEBsexMdoC5VQK3i6Dzork1Af4a5odV9UEDYYX5bnYtMQFzcfGswQFFAuSVbn7EkM0AySKMKfGdXQMAayKHSx1JAb9NIT+UVU0BHAb9XOrhDQJ9EdtDcy09APqdIHtC+Q0C0z98LQkVUQM0V5g/IIUhAXLoHkcRCRUBubLbI/N4lQBFWIdCE7AxAGh7nDTFFOkCabY4Jt5RPQKVfAoweIiRAZrJJi6GATkC9F5Pes20xQJsi1p74cFVA6GODN3iKMkBg13KYLRlBQEP/geIAbyVAH0EUdyTQV0B1D8Yo3ptIQO5iSka05FJANvpcyx4qE0BnlAGnzCpRQD/2xywdKUBAm+kCwrYyTUD3QTQ4qVxNQKyceRGlUkRAGKc4RC1eVUDk84hVzCBVQHpqkDwio1hASMo6hK48U0AychHBKksQQAfiJm7BnkVAO+vAs8evJEDqy4ElOFFSQFG06Zg9RFNAbIDtkehPRUAAVKc+Mi1RQDZJO/+RwzNA7Svwwpo3UkAbwb/KsqZWQKSd/yvSNy1AYngR2f3ARUBdz+Ep4L1TQAz6JiKHlERAm2h844LnI0CuRc0n/IhOQNV6lI5Q4lFAYf9jyzzqP0BfIPke4y9CQNt6/NwZ9kNAUa8g0UrZIEDDhq+J1S9LQMmtOtZyHEBANuLqOlW1V0A6KBeZOTxIQGV7Xki42VRAzM81HamxPEAcfS82ee/vP36VDvu3YEdATyyMxPQXU0A+aHydvfhSQK6BdC6E4FZADoa6kcr+U0DpEekyPAZDQEd0UGtkDThAqKxUxLafEEAnTkZtlnJTQKetw2uF/1RAbr/yvX8IUUDUFHP903xTQKd59rukvlJABtzFOSqoRUB+T6fucuBQQErm5rTvbVRAcAn4ZRiASUD+PU9QH9dAQMkL2q27cFBArdO4wcxvNECymqLDGfM6QCLhjsWZr1dA3agU6AkjIEBeUclppkhLQBXUDRva40JA+dX1EZsLV0B71VH4YqsuQKz+JEZv1ixA7G5kJ1XJKECvZ7n0PbU5QP5HVCgFlTNAltZD6HE8T0DaYvsC+lFTQG966wT+UBhAVYHRUlD0UkDWU6MEzilOQGTX4pmXckxAM5bUZjvIVUAaZdMQEy06QC9YjLV7Pz1AMWZ8bhTdWEARJuctptgyQCK+UxDJYEZALtGMqdGa9z8wT0mP6UZGQD0tcNuFlkxA5xJyCUvtNUCsBGT13fxQQCUgjgqkIDZAFiKYCLMqUECIa696rqNCQBwTCR+mfiVAgx2btntNU0AN7urUfKBYQB0Ur42FlUJA/l6VOQYrUkAiMQKjbPhSQO/y3rEsZDRA7sKWG9ULGEAUmnO4HJxKQBQEE1ZWCEZAiKFX5pfWBUD7CWJSEkhWQLjtbd7zHVdApxqxG7tLR0BIO7OhvixDQInmGUy2eCpAjKnamx4KS0D+YUmasL4tQCBi5QeqtFZAJPJsb90yJECfSm/Ij+hRQFySMlGNyTBALy6KULCBVkCU0ndNBjJTQEyjAB9DE1VAw3RTwMlZA0Bs1Y5NTe47QE6rUilcBw1AOFL7S0H8TkCB5LeZQ3UrQEYvGB4vKDJAWTRVYHFsSUBPP8gnj5xMQF+q1oqrXFFAcBCK2hD+PEBLO5P+AeZUQCMbga3XdjFA+k1ot6V9QEDHAqjk3s46QHPZMy/6o0VAQQTGdtsnBkCy5UaQwK4uQIyR/N0DuldAlLcKtx1fVEBDTrIpzpdSQEJItOIwhFRAaj77arxHTUAnv6Gx/8IHQH3uJb5Qu0lAy+Qk6rT7PUBKIJJ+rCwcQFKrCWoxrfQ/wGtSIHmEUkC1a3gIKElVQIKJJ91GnFZAzttRVflbV0DfwxDEV7dSQN0tsCRMuFBA8BZIQu7nNEDKUjzctmFIQPj7nbGHeUpAWLCc2DyRS0DT7zigWu0/QFVKlLFN7lRA0vuQzqa2V0Bk6WWkopVMQJAQokn7ZzNAlcjIBvLEIEBs7gSmRd9LQKiBi8UQqVBA7iDFo6grTEAh2NtnaL04QJNfp9ufADpA+w1KlA3AQECPID1hx2RNQHoK2RqKrTZAHidVYRx1GEDYNblXUaNLQATP4ooUN1JAtaRJPnu3PUCW9v5i8XBCQH2H58i3N0pA3xKPPtWQV0DwkoDXNWFLQLyTefX7xlZAjXM+s5AZLEBvbUNGgepCQGYrYku87DhAWvTwF/6gVkAJIzmnBEdXQBqk/dXI7FhANBh46/NVWEDYCDqr1VhTQBCxjgldkjVAfOvAMXPxQUB0qfgrjJYDQKVvlwTlOk9AZf6ZLGMiU0C7Nvc2KS5YQAj5ZKEXlj5Akp8zPmluVkDDAqg5RdRHQJObxXcyTVNAI7J+NeD9UEBrAGCD0llTQBXcmtl0R1hAPk/CmFnjPkBXyd+6ynpYQNoGVFbpjRlA0Ul5U28vU0C/cKQN4kZYQN10pDCk5z5AMdOehxlxRkDpyrouyD9MQLjP7Fy+qUpAUo+2zlFBVUC4BM8eXbJWQMdmUazP8DtA3aZ6yZxSNUAR5/jglNlYQK7fKVQag0hAlLNqenGSWEArz8aiCTdRQGly7W/20zVAcu6iHWimK0BlNqeg5WhUQNCy1dguBktAQPD63QxgRUB43IUridcuQAg9B5xL8T1AR/0gUghbVkBp0Ss2FRlXQCgJxXX1GThA3L95qEnIU0D62WlGhPwrQG2aelmEXR9Aq0kmBKXQLkARaOlhOvVSQJeyfXf5Nk9A/cPPUQ/LU0CFbAIFC5FOQK+uu4juElRASo/RbzLGTEADF3IEX31LQBE9d16mhVVALkyipotZU0DVgv8vULIzQKqrbbE8nkdAR3QiJ9CBF0A0XxmagolXQHQtUtRD/D5ALg2KemUbNEDWrh+f4rE7QP6ne9JhpFVAST5YnjCVSUCKeLIzjORRQBgf1A7ITlZAXYiPK9WbVkBxGq2ViLJXQEyk5iRv5kNAb3U0K33bIkDA52mcZiZQQJTfHmhTvVBAW0JaaBDuVEBbQ/ixWqE7QPJcfpBtnVhARuNL01xMOkDbIhJkyAdRQP0MQ+6Rq1RAErKafqzmVUCYsuV7Rh1CQLqyg8MKRDRAEr4DvKGZV0ChIAok35RVQDIvQGk4sBZAu/3WMx+DRkBazornlO5RQC17xSgpgEZAQPA9kmbjJkDXQt+t6yEpQEzNNaMQvj9Asqy5gNk9VUCqEQxZz05WQMcMu5eJzlZAGK6XUnSiLkCP2uSCICFJQHfc90yT9klAZynxDXxxVEDF1lpMGXVLQFqa1X/mWUtAIIjtOlXBIkAWbdjW21NYQFCfQcoYsPM/v39iWtbDUUCZfUmvkzFSQNjQWUVKNEJAKHd4v8TlQkCIaI1L44sCQLvvJaXeGklA9hWjMWiJV0Ar91+zRZVEQOdMeefKdUBAYsXajoy8SUDYY3ukfe1SQFVgz55doUpAyvv0evXiVkArchk7ENUuQGmEHUQa/VZAdzj9F5KsSUASznv60+ZMQHOcI6cKrj9AUOzLohIDWECAJckvEyxYQPyKxdPvJhZA+NQ+hPstI0Ar1sc8tKxCQGxzZW7AS1dAkRA5JEjNUUDKmnN2SJREQGps2NfxikJAThNHFC5PSkC5ciPjdr9JQIn7iYnBB1VARrWhgkG5QEDb2TX0HL1EQIXZJqM0/CVA5ggQBT9fT0AdNd2bmxBVQLAgqCsM+jdAYLQbh3XeTUCIn8yXzchWQB7JzqkurjVAzSsL3eViRkDYPgOsz8w0QPRsSIcNv1VACNECcg2ISkCdpL3n4/xEQFfsUqweSVBAEFK0tkflPECrelLqNVBIQPdfBldRNVJANCB1EUqLU0BF8mEL6p0wQASM9dfxTFFAWk0wYC6jVUDdw3jYaeRQQApjlRaWRlFACmJT1mPlOEBAOoPZ8BJLQC8gyjNJjlhAHdgJFtkIUkBGQGz9GxlQQPkB46osHi1AVK9uur9YKEDKqcxHfbBKQHp6OEtPI1VAK0oT+aq1TUCMnsTDqT9FQJJ3Q+QEsFRAn7pf5SX6VEDnE668Xc04QLNhpFQpv0hAQgrfZqtuT0DZ2d112WZOQFC3pn00oS5ASGy8OLS9OUCVX5PqdNdCQLQ+xxaqTThA1sfUUEOMT0AgwaV6eE1UQJXmSgMlJihAT4qnIV2hSEDlD35U2NwzQOmGIK93mFhAqd9ubNe7VEBEJL4Zhej1PwbZLNdFu1RARHb9SEEmSkDrEkVZgcUrQCYRrW8QLSpAfBHRli38UkDS0fULHqlWQF8uKnYTnkNAWkKHBjvQTUDhPDRnwRo5QIenAMIENyNABrZqw9hiN0AoLkCnaVpQQKcQq6GDoRxAeSUcJ255Q0AVtSl6Oy05QN0WVtSKm1JATF3WalmYUkDq152VvcoIQAPbWx73d0ZA8ZB1wkPdNUAhE4cOXjpYQNQFpetB3UNAhJj8juZ/7j8+obMPgTtMQBs641Y+REZAQ/QdgC26S0AuAaGtwxIhQGzFLH7jNktADASv0zNZQ0C3VbQB7wJUQDnnNEuR3UNAY4JQeVE6TUAPVp5ea2A8QHo0fWlYAzdAUdamNSzEVkDSl2LVFrpCQO15WxhYMkVAauRi9pQGM0AbJnXFrwwnQInIkB1ZxjZA0HKl6feUVEA9/c2ZDAJSQAkSbn36qEFAkYFtVUNdV0B1584mRqlSQFE+QJDOVlVAIkTmaY2YTUBWZbauzts8QHNYgGie6VBACqUqGVNTUkDaNPUZOlM9QGX8lgpWLE1AWkjAOR2XTkBrQcb5jLdVQCRQrRxRM0hAFa8elfrHSUD9kCbuYvtJQPNZLCKNEVNAa3JISH66WEBV2A5nsL5TQC+yMs4tO0tAP7/R158kIkAb+/CP3qkzQAGW41lhgjJAPMyZMQxcSUB2Tz7Dj41AQMb/WubJth1A3Sbj51QOP0CyidbHNxVUQBy0Ve+CClhAQAr9S7AhQ0BDJHQMjqhMQJl146k8qDlArL79qYKjVECRKhS7MPcPQP+xxqfk6FJAKkojeQ0BUkBqNyM6LyQ6QN5F0It2NiZA02V2UDOHQkAeJ8Y9sVklQH3IIXj0nFVA1vmHhCZ7T0D3lxdH+8s7QBouIylvPlhAYrehRP5iUUBDrz51f14rQBiYs6ILM1JANhRSms/oSUAX+LfU5Y1MQJeXls4KsVVAiUY8vAY0SkANf0CBDJFSQIHypNV8YSpAlvnyPZMGQUCrtFSt8Z43QLbUHnL+wTBAuTaBkPVgT0BvaZVwNltLQBke45LhDlZAt7AamfxYQUA0POKt3SVRQCcpO/4LsTlAeb4CEtAAQkAx+I6DYbMjQPc7UETRRzBAKk1/pl0UNkDGTZAyiWFGQI8BUrUd3VVAWT4pld22U0DqvN2h9OhTQI+LUILTrUVAX96bS1yUTUAwwqTHQA5YQKxepEqSoVJAJmxJK9J9GUBXF8dr/JJYQAjblTEMheQ/Z23HaXN3UEDG6rtHkIhFQJ0EoyUTmEhAtTmYyelUQ0DxMqfIm2hCQGC4CSRZVDlA/2elRwfnRUBh4nm1/WUpQGNviSQhoTNA5u4LN0H6SkCgmhnQpBFWQI3xxV/UqlNA3zCbUB2JUkAobseQRLEgQD4goXc/3TxARCVOtF60UEC2lcj6sBEfQP/3tNNAzDxA+SV1TLDKUkB0wPKDY8o7QHCcR+Yt0lZALmchj1TVM0CZk9NTbpBQQBjoTfAd+01AkHh38/NKVkA01SpEfCJYQAoSnXjlMlNAQLgGbKBDUECvCcow2XlOQA9bGIKDmUZA67BTV1buUkAt+Y2n5EhRQLUFmYZ1hlRAKBRgZc+9QECq8jllOSVKQHSQ2F7uwldAe/H2ObVLU0CUcF9JzO4kQBc/4gDvm1dAgg8fWiPxUUDJXpcvpOxQQDsXeug/Xk5AQiOD/QfSWEB9j6dTRD1NQLawIC1E8ElAmBqEXQSVSEDX4v1KH9JFQGUiEPXUUEVA/ZDxHhxINEDtmBRqFAxYQM7ILpd6w0tAehmPj0jEEEAf6bG3vcBIQOj5eUZvqVBAwNCllrh8TkBfbKPuvUlEQDKjfT8s2kdAWvdDQJzrVkBNhoM7G4lQQCGx3uXoL1ZAvJNstRfPOUBTSndFmRFSQFozuo68cVRAGq/uMGVzSUBXPmCClc9WQM46FPt/1DxAiYZydr72UkDaifrH2xkyQDmepwvaNglAhZMazOxXV0B64naat4EpQHcR36KYf1hAPhMgzcV3SUCQyGpyTNxIQCGPIeD6s0dA9IisA2UhIEAyJeKHeNIwQEeugd4xyFZAvULL5ElYQECW8R55z247QBtgklWMGTdAb5BcvWh8OUCnwzniCPJIQA8GUa1QZgJAJSmD7L+MVUB/Q1b8vyZPQCGymcRyrFhAo9qR9cczRkCEZRry98U2QKUmYrqTISFA9z+XgRx0EEBaW+S71z8PQO4aujIXiVhA4PEGLDmeWEBfA8D3+SwJQF3Eh+nId0ZA5g6iDFdtI0DizLcSR+JGQIturahTvUJAtVnKr5hITkCB+zSqn8NPQALp1BtwUFNAD32et4sDUUBdf4Cl+iNSQB7xxFYZ71VAgp933mT/VEDMhoTTly9RQGn+sJwcchtAZbtDD5CcBEDwZMfTjXlFQO8SWoODZ0BAOUWRghjOUEDs7LAW0sI6QHouUd6XZlVAePiEQkZYJ0AgFbUA9iVJQJZBaMyIq1dAKWsBbK2eU0Ayhe2mm+BLQOzlCbXQPVdAweuvd0+BM0BO4kxLne4mQNgOuph1YVJAvyqvDRNYWEBF6atrvKVIQIEk06MMn0RAksx0QKgPU0BaR1d6YJQuQPxej/M1I0lAVbqTz1n4RUA6+FyJPR/3PzZIylZ8B1NAkAzVoPO9I0Bs1s1iLsgaQFk6bf+flk9AojpziNHuR0BWeQ8tMRlSQMM1S0ISR0xAX6CwGSCBP0DY6EoY2hBVQK8GK2rfVEVAPt+1p3HLLkAadfWeMxYYQJuIWhU/qUpAYmu3ufnNREBTfLWbYcZEQFDuQIipTUNAEFkbQj4zCEBsqOuUT31XQFh1OIEBsvo/+MnpK9WBV0AVQE3NgFFAQH4RF8isuVRAvIMs3hYqUUBYwYWoAABIQMNEGIvREDdAFtpHW2RqSUB5t21yFIpWQIJkDkjBckFAb6Db4YV7NkAULVA3NIpSQHI6auIBlCxA3bi1LkaCRkA1RIF9I/gLQBWsURZ4bk5Aia/zpD0FT0ABLSWhxSJBQB0iw1OyzEdAZS5bVkhWUUDhrld7/21VQD+9hUJidlFAP44seu0cU0AmgVCe81U+QE31oE1r1k9AY7/7R9jlRUCAuauN13ZJQHsklrFviVVAL44kByNnUUAVLolZQbRGQGopH9WidzlAQjitrGjEB0ASyCYWXw8RQFw3wHsxNUBAiF42YmE8NkBYYaX6eCszQKuwZg4Us0pAczWCzISEUUC+0w5UmwpRQK+9rLBt20RAKeXO6ZsCU0BQAlV4yqJMQFw51T5CREJADSRuLmnoNkC+RKT60pBYQP3oTiMpfEBAYSpcRUJGQUBmslgWttMRQM4zyOlZXTVAiFQzUHkmTUCkOMU2zLIYQDBha8WMDUlAJtUUQJxXM0Dncbbz2l1TQNoyEd0yvURAERd64yhrMkAf+HP1hl1OQM3HD/kz8FJAOc/WRIhCVUCFMwtNizVHQCjoNecWcTJA6mK8chRkRkAEvf5q8LFUQMQFpHnBfkNA+sdb9fDASkA6M2YB6acHQApt1JDz3VVAC10Fx+wjSkAj2rVqJH1YQBTnGXeBAVFAcQHSXKtvN0AzfZG7xOowQO2ZcMQxGzFAQjhfxv1eUkA2ZN+UXPNRQJRLLMz2nDdAxNVl/m4sVUBiAwl3bOxQQAh2YI0r1do/mIbBsUKFFEBUJuTx4V5PQN6wWIY/4ElAjOwwBBQgQ0DaqDw7zqlEQJPFtHILgklAI9kWLSaKV0AU/gEUiTw5QPp1ue7u9UVAwrSIVuoeQkCsLn8w9S5MQIRdaUc2dCpAMB13/1lUSECXOzETAAw6QDhnB4thClhAQ3CS+fTURUBlo7eQtytXQEaj58o7NlhARzXqKfKHUkCpuAfEDL88QF8kQIXMaEBAYdb7FoYGV0CsmnvQzmVGQCn0vnYxVzRA7Xo0nNstSUAev/VSvYRAQJxzKPT/2+8/FB5+kv2wMUBW/ecG1WNEQM+hjg8txjZAfzwnFywbO0B2GyUfNNlQQERAA5BOCytAsTDXrYHlUEBn2BHbM99YQEHCMleSOkBAuw8K2/zZCUB3MkwzD0g1QECJTQB5HxRA8fMGTGtZVkD/bjxwaI1YQF+3AMRQTUNAghvGhWlnUkCWJ7VDRxdPQIwnpd5zu1dArM/RHq71PkCdKb9FG8ZJQANjiuGPizBA8qa7eMO/WECpZ8F4U/NWQJEGu9tJIFFAO2m64cbyQEDzfwhYt1BXQDtzo4V2VTVALRaSeZSqUEBWFOFCqyJJQJgRMd5z0EBAUWtm1llTRUCV07Ube7RRQE5eMCs+aUBAkwWUROA7KUDWiuu4yBk0QKUBBGG3FVZA1f8b2sQ9P0AYRIyz47VIQETAxZv5MFNA1yvDNgqLWEALXO67DNsaQI4Nfb92FVBAdDQpXDqXQ0CnRxaIMQMlQIoNBpQfSTdAwqgrNxWPUUDRlyokYFVAQOARk+U65FRAB40aHS3qPUA02V7B9xcyQLMSPaIpy0dAdoZLsvrdEEAk1cRKb6dLQHa2OBivQVFAHtqSjY+cVkBsSHPdDXFSQM9Fa0aAfFFAEAdCFXnqHECX0h2YKaI9QOG0wCnLC0VAc9XnHkdEQEAkg/EWrI1JQOdxe/nwByZAVPb6IqfISkCjuYmevIpWQLBAamW7vUNAhDzAVpvOEECoelI2MdPYP/8PzxfuJ0xA8arbgAMEVEDnXOuK2JhEQFKPv/TXOT5Aext+vwbrQEAIOi3ZyqxWQMLw871zDxFAUeMwZP26VEB7Mdg9HbpPQApEGOO2+/c/zUxwb1TcSUC4wiOYHpxWQHLAwOjejzNANMGCSe2nU0D2oGOATehBQF5qjSPv7ThAN2QKYO30SEDw0U45boxRQFV27/TsYjNAOKW6FKbAUUADvpaTbZZWQELzwT33q/g/4IrVyVVhTkBEBb4YOb1RQFIkvYX/L0dAiMKquPEsO0CMctSh0ipJQEk2bcGDkk9A9C5bW/B3UED6cO6b/bxAQOC5W2E0ElFAdtvlM4dQVkDvirx1wsxXQDv/ASDPGFZAe78eRoONS0B9RHCeL3JQQKzzrbolFStAoeNasqqkTkAmb9GWZbAJQLSwBNIT7FRAn2vCb8pWSUANV9P5N8s8QNowxbeGb1VAlJBbbgJVVEAZjrMRIfsHQBwCEnOkQjxAPndthCg0WECj+fHu9btCQFgpUqYh4lhAct+2vrk9N0AdGqxk/cc/QKgcxNPOCkZAAnh9VqOPQUDHYFP8jwNAQEZWXfroRDNAYgcVcSN7J0CskbWjGgRXQOa+6XM+oQNAoBizcOOZOkBHWyzCVfVLQN//NPeb2TZA4CLMpvDzIUAyEuetZMBTQM7A+2Q6hApAWBJZVTsGSUBhpOtTnsVXQCyIunrv8lBAy05NNCiHKkCK/LEs3fVJQEATW1JK1BpA3kY+lg5tRkDIw6KRCi9HQLCf2e76YzZA0ED1UkWjIkAL1hECFWtPQCXf2CIyFzdAGUXWia/DS0BQduqH5FBXQJY8SPxGuVdArNfq2IpXL0BBDzHgCA03QB1ItJ+x2kJAHkwTauB/SkAabB/xPylRQCqax/i4MEpACIBsCMyYVEAQCIe2RDVEQKhIGH8lvipAxz3GCLNpWEDSgQiRUZ5QQJC1BcGTbzRAhza6EMH0REDC54V8mucUQOPxphYJu1FAH8R3mz0TNkD4CaFbQgZUQI1kL93niChA+BfueZiXVUD0n2bRDCAjQNh6W6La1Ng/dSovBOu5UUBoZuN5wKsvQFWmvWk7+FNA/GWXraMaMUAKku1iR3pEQHxF2sOE3lhAD/Q2oS2hM0CjHOXqL4pUQNRYlafmdSBAMrVwhdijMkCgPyK5PQ5KQLUNn9kRKU5AmNt75GuQTkANvJYhd09TQCY344mlGyNAZTkoUEPwUEDQZmHkFj8hQK/zXZXsUDJAli3+61U1FUBATrtOhFbeP8EJsCinYDBAxDn4BOGHU0Cl0N5TrBJTQJGXWGc9ZFVAFpHGZ/HUUEDI3k58t/BWQAwUs6UNB0RAMInHzhqcOkC0ArL4wX5YQD45uQH220ZALApbYdsPNkDN+6FMhbhWQJhD6oF36TRAZE0BS5CnLkA4y+5Dohz6P9ZCD3VWEVNAevPyHNjeSEDy8NxgHOgvQDBQHLE7LVNAHn3Pfkd5VEClwlPAq3RUQImJ1dboJE1AsptulUbUR0DSiNqsjqsiQAOkdyJPUkdAc+f5Ra4XREBLuslbhGFYQL+KmU81wVVA+6ir0p+7VEBJ98wdaWI8QHShqJmh+kFAAwlVd9x8SED3Jn1GCnRRQLuikDGcsRRAncsYosN4U0DyE9bUUzdXQKLXBZm/nTJAMg88DjjTQkDuRa8tpK9RQOMn8k2xlFNAzt44eItxVkAOQhhb9qNQQCiy9vHDhFFAjzEdoqmYUUC/RzF5W5xIQHsUxLX8YVRAcZ6I2akkUUDY+1RijxkSQOXX+IQ/K05A43VwP9FaR0Cs19Ib2rhQQCM2vBVuKUNAlYKU+3a8TkDjDlvkYsEyQEokGK0BMEZA9oyG8vh4O0CNE4m/i/pOQEUC3BFZqEBAWF5u16xBQkAjbWHl2zRRQKEHCtesL0FAj6VdqgQBSEDBSa6SILEUQNjw3sEnglFA+4+KmxaqL0Ca22bbXtpOQDlm7XLUuz5AfRGzCBTkREB/YoZIuHJPQJnAfm4uYT9AY0NcqB0DMEBIlbjSsUQ7QCTe2u1jOTlA1E5AVw3yWECg2o2N5JFRQLWggJwDBCZA/ub0r/bqVUBL12BVeT9AQLuCbOP7nDJAagZBOpAgWEBAp42Jkq5LQExYUA5gV1FAngNA1jyZI0Cqou+o9shYQP28Qd73YEFAk0rtmveZUEAGXiyTkYBAQMy9wUsU71FArg6R5yysUEAMJeEem0zuP0Fce/Ez2VhAeXUfYeXXUECJrAfi4DI5QFt4V1SfMVZA1rA6EqbrSkASjkPjjTMrQEL0vo6iDFNAeWzuFYhQU0Dg5zIQxYBWQN8ZHNYheFdAxfKn9W9aWECoKbeN1h5NQCry5brJZlVAg/8NNGZUUkC7HasVfWIsQACMp34wslJADoU9jzIJSUC9FpXuCa1SQKYZN8G6hfE/CpBu+MvyTUBBvBkec5VAQCH7THdqijZAIKmFWTWzyT9ax1xKJd1XQHEoNvgVrjNAjaCyYt9dUEC0BMKky7E/QLaT9vVjcDpAy4Axhy1NWECrSrZvP1A3QCNaVKUZmU9Al2teAntCSkD5m3UDCt86QG7co1jVB1VAnD+DRXY5TkAF/cr1wANQQF8Qsi//N0RAKdR3UYDXTEDYmsbLwaYRQBBpPFT1dipAQHkXQmi1LUAAu2/E60BJQBPl4vfql1VAJPW8Q4/RP0CKd5FYQ9dMQNzPRpwy5AhA3TJq4gAEVkCrFKNYHY5XQHjjW2KmxE5AnG/JY4IfVUDyIxmcLGJRQPpTNcmkOylAiP/wlyUXVUDQcIDZfmvLP1IVn5KEI1JAujTM+CC9TEANrD3OSFNQQPa7QzZCGVJAhzFtPCYaQkCK7Kwal3s6QKwx9cHbSUpAUrmNp7gnV0DQ41A908hXQLaeNJoDYjNAK6KYKuEkM0CXBGKsRSlCQLGq5WQ020lAXgtebMjkV0B1pVgxkQZLQH/b7CUUN0tAAkQPG/B4UEBHyDY8RdZGQLHKhkX3M1ZA5IC1iLMdTECwwj/u4hMoQERbfM6Qg1FAwsIEWiLrVkAiIoK0vSdWQB4c6CYut1ZAVExCaIwfUkBI/wu/naZHQKiS6izmsVNA7NSD3b2aUUAjZD0OkMM0QDegFfaFLldA3SM3w2f3UUCPypzHKZJAQB+rKRyD21JARXQyCUdRVkD6oHd/RyATQGxXiEmPVFJAgawX/6UAOUAyxKUNPxFYQHhZ+EmMQUpAZMl57Y53NkD5D0fekwtBQEIEn3jeDVZAbTiiPpXuM0D8zz5llwRJQBa1RskfERVABy+J6gs0MUDfwH4sjcEaQFCRXi+HJAxA6pA3f+ZAMUCOBWftkMc/QF1SlcG16ktA2raiPo+oNUDuNde8ZCH3P02froQYBVFAnyxeZTRiRkDJNw1mGa0QQI9ZrdPnpkhA6o+ZUtFTSUBNJR7UIxg0QJWv/qHPCVdAFADOQzX+TkB84iUDJgX7P7McBtB1wVNAfXEZPjOdVEDykZ8AP+VMQN6EvduuD1BAr2ePC30oQECUMWvcTxI8QDCNc/SyxktA8p16tpjgVkDt2BBWtzk6QO63v2aXjBJA2CMilRg8AUBhAEOy0dZYQJYtA6aoxB5ABQeq3jRtQUBMBkZFxgFQQAFumBTaIkFAxSU0v9x1TEDIbkxGfgcoQC+YhAZK8EBAyez6qICwOUBqyWADU4VCQGgR8vYAYDdA/GEukElXLkBBBr7y/Hw8QEI9tyDWoUZAr+gRNscxRkBS6hfCtj0rQE9rmUnC5VBAIHbow9aJKEBMljqlHWJTQKIZlTu1iFVApgo7T95hMEAqwf+VFioWQGfuJX05rk9A+Hg7XOChQkA6JvPfFdVNQF9nXaQeoVhAJI8lJEtIM0B4eHvZ2spGQEYex18wsFJAG1tgeKYKSED8NyiK2FRXQB/Sz2NK9UZAaYwNLf62V0Bs0M0E3lEWQHnAeMRCrE5AAvRa68aNUkB5Tf6d8nc3QPe5thkqGkpA2YtA4WMwVEDSNGHo749GQDunnICMalFA0W54AjSQVEBqIBftTFEcQCS1AyyaTERA7PntCROHVEBTw9yx7sdWQOkWDR/z8E9AAtP4NDf0VkBe5F6I2SY+QKjbUZZvo0NAiPMGQU5AP0DqbPFal7pWQJCX2xY7PilA7NsLtNxsSEAS3EWXHjJOQPuLRiJyglRAYf1rSDKdDUCZK7WYZVBVQM1bTTurLk5ACS+V8bTzNkAmWQlrzj0eQDYFpcbHdUNAHa1Wv1bkSkCVzFKk6xdSQCltAiPqM1BAj+SwWUsJQ0D1xpoYoFVJQA0LawY7+VJAC+d6BSS/T0AMDFe6MBpMQGkrI6RjVypAIzpjyUC7QkBeRfUNht8zQOeoSNxxRUdA5eLvBMt+MkCwWC2ox45XQI9hYbKDEFRA9y0fN1Q7VkCordGVdPhOQPDTFBRx4VVABI+cM0hlLUCtJUhvj69TQEEEL+qlk05APItk4cwZVkCza/uXrKtCQLpd4NbLMlZAnItlMvzmIUCY/qWDImNXQIyCtBwd5wtAsN8fAsg/S0A4MhkUl/xAQMtrw+u8nD1AGuH2L7ZzU0BjoFwfYr9TQKjJekNu6ldAUFFgl0T3UUC1HQCN/QINQGnpSwKX5VRAauOQX6NIWECcZy8BCr1CQAsLfYQLRFdAQBPGDK36UEBzCGBs/WhUQCSvNkXnjlBADDsQBu7HREBmxBW5rgpEQPlsncplNUlAuskV8aS8V0CCencFArpYQJHAAxFVM0BAK/DtpOW1VUADH4bi8BU1QGoJ+Zk8wFBAuWgB+q0gUUCWuqt1fmVQQOK8EExnXTVAPFs1mQKcOkDSH05zGho8QHeMigDiAE9AY6Xp8HlvSkB3SQSP3QNWQFXgYNiBESNAkvRHPrpWWECcTY8Qla01QD/nymyeQlBADI6jiz4XN0CuNlqlI61WQM71xKnBtlZABRhcUf+QCEAd3dxHDFYlQN9Kp7Ib2UtAxd65vR+BS0CR3/UasvBXQDo75zhp6ilA4+F4mjZKT0DnYy6RYc1QQM0jUb5JAz1Aa8ZHz4rJTkCCgELdg4pHQJNpGtUstkpA7EImrUgbUUD+9xPOwD02QIw5ZINq/1NAgOOMDf/sTkBDkiEH3WNKQABl1eNyBEFANJVj4uaGV0D7p1EvuTA7QDGz/81KV1NAULYlUhOkV0AN4QQySjBBQHC2J5QXdjZAT4Hi8CbhS0AOR8a3Qn1LQAE1xvLeqVBA3nswKD62OUDwV0By/O9YQGBy4LIGI0pAyFx+v/l8V0CoC4K7bdJLQDInKmNnn0RAoRBFOAnCRkBYBAVMxAb0P51LqvV1eAVAkZpElCAtUEDGW8L0xctSQFe/RXYcgU5Aht3n+DiKNUDAhkc1tXtHQCRvIX3OclZAjOBZ+lZxS0D0l/k79BxFQJWkwRlO0kxAPomyUkKGTEAtO5hGp4JOQD6aFF10EzZAHGJa0N9KWEBaaiLBUfkqQDEd96F6rFJARJkbyV56L0ACD7+9c5ZXQM7F2r+qu0dADjCt0tR9VEBegRJ0geY0QLKZqcs0U1hA5CYlEveKVUDKqt2ZhKRMQLqkkBuMpVZA9Lgm8H1fPECdRqSSSSY8QKY/KxXqglBAjVMYcCb2VECr0rcecEZUQBWtMbinHkZA92QbmpWdKkDGdDTUuUdXQN8MnjIVvTpA5ibnuqFaN0DR6d216zBJQDjEvCdyIe0/ENdtibChVUD3N1YxpLtSQP4roMUS5CNA8E0VquB6EEA15k6f9f5AQAwJ4pi+jhBAJ6ww0nsWUUACefhEshFAQKP91S8Ppk1AJhmujLF4VkBgQK3PcTZLQPbHUH7qxFJAe7BMLF72QUAag9yv/ec+QJBbh15YHtw/UnXTJmm9KkDI+Rbk3q0pQI5DHllUvFNAsdaTr6T/RkBETTnGGNhTQH5A+LrAeFZAfEmQk32YUEBoF+8LvLRPQK6CSb0ZlzxA8pCdBdp4VkBcDjMRPrdUQMgzbFWMd0pAVoBfQGFRVUCLkzt733Q3QCEeZe4LTFhA5xBY3ctmV0DhyhYMCINWQEE7IsBOQE1AjDh0BzrJSED+l3K09eYpQN6Jp13O6FNAbiOEHMgdQEC421EaO/BGQAzInYAfTVNAhb5zRSKQUEBUJ0aVE49PQOlIJZ+oZ0tA/hbsUtAPH0BwlOrKI8FQQO5y9I3wuEpAA8RJe7+HV0ALEShTKdsjQNyWDkErV0VAo5L65gD8UkCX83mSScwLQFihxGkKVUxA7G1+hqwQPEBsmvBezTAxQHuDcIHJcFNAlfLHIWgQUUC3BGyNCHZUQMk7ODqDflJA0oEI7blXFUCBUrfZfmFXQPxQI9nw0ElA72dzNM8KUkDwdNww2xFLQIr8/oEXFEtA77txEU/FV0AUBk6QtlREQPCVM13kbldACDSEJQL0J0BmLEB0gCVLQErM1XxF11FA0uEvw9D1V0DK7BgDf2ZGQAgK8UIlKixAqwvlOuVRSkCxehyx8AFFQCi23hgAwjNApx/IazpPQECXLQT0RpNUQGiGJwmXoClA/Iqx/VciRUBN7ANhYGVRQMzJ79NsQ1JA412cbqtzVUCdU3/elJdSQCbooQYoZ0JACTq/u9XARUDzIFRymelLQOg5/HRPhjxAtOddLr+XOUD/jH1B/BFVQPLkUn2OXldADZM+MEQvWEBsQHiOHZAHQG5sk7HWlERA5TyTSzWmTEDIFyqCUAruP3jMDNmpz1ZA34bbzsBhQkA0+YW0LiNSQH75WFn+wERAbPWO0+RHOkBbRCcrWyJUQHQTeHIUMSZA1/pfZDKFUUD+RsXkAgNQQDQ5NesOJFZAWCC+vSz8DkDnCYJBYWlOQCLV6BlglE5A70aM5hAPJECE9Dd7s2dCQEAfOHIWSEVAzTsDl7/VUUC/WZBdH2RIQFphLC7XJFBAOQzG/TizQEAsCNtdwP45QHF/dha/2ERAR6XnoztaU0Da5sATTUtOQM9zgFQTUEFA2OvVt866VkCUFtBqL0xYQEibowxX8TRAtdeWCmiITEBeBAukEVdKQNsi4cNXO0tAh6RWSkvXT0AQ2SVqX9tQQLGeYFVUMklAqThm7H1qU0Bj9vf4XsBUQAm0n99Rb0BARHSG0dm4IkCDmeoS3pRRQEQOFvaLv0JA6pl03ObMLUDMVTjMJuxCQONwoBoealBAvy3vaYDAREAr+RfngJVAQLxDEX7FblBAjBRAGR2OV0AO+xnKs2slQIPzgzirQkRAKLMTOYYkRUB21tFLUapSQHbkUsw/I1dABdkhzD2GV0BOeCGiRzFYQA8jLFdxLEZAChGsnLzTTkD3spNHRCtRQK0Yb5cC2i5AxsGYcwsyI0DKXH4VlE1RQOhC75c42VFAqFlnpGx/O0CZbwx8CGI+QOFTsSiOOVFA7+A+4WyuLEDUZQKRVG1YQIGCZc+Kj0hAx3UWV54ZVEA/UbUeZ/0DQBKZH1p0K1FAzEUwQutoQEBf3mkAXsFQQMjO1QIKx0ZAPxJlGBlSVkCEYf7jmU1LQDZydgovqlZAyol1GBv7C0CcwrFf4rVIQN2zqjlyuUlAb5T8GcWFUEDfJuGAsEMoQOgw5CqNqVBAbgl3Er3mU0DewF8sWg5GQK8CsN2iFE9ABCFqinyVIkAly04II2dQQGD5N/nkUTNAlma+bCOtOkAo6IyjHZXbP1B0+q7+Jsw/Ef/iNMHgSED6LVJ4UuctQAMsuE+4zElAq6esHAesUkB8ZcU5KkxKQKI8SOX5SABAyIqdprYZQkDioKiTQKxAQODb2HybR1FAtMGF6HXJRkCX3BYWKDVPQJVLsZD/HVhA8hvavZRJVUDqwHyU7YJRQJHWoo6UFFhAmME9Px9NV0DQcdoNJn1GQE4lFsDQ0hJAWbaCaocrO0Buh5lsCS02QI6lPV+xLURAzlsx8f6lR0Dwh1LSiipYQOj2gPDqilNAqFtfoGKlTkASTtpsVY4vQPAv7N1VqOw/g+kjwpq6UkDG3ISSb44SQHECYttHMk5AfgzU50uXVkDFjhejlrFAQENvHj0iyFZAte6SJXk8VUBcgRk0ywxYQHT66YfpRldANdf75lPqVEBEkUeXbsc5QFdyUWvfQU5AWZzf4DzdJkB7/y2lUJVXQMFtcKpvSFZAMW6yTceLAkBxXTJmJ3xVQNAVreVrMlRA8/dintb1LUDw01iA6l5SQFz2gb+Lfw9Axyyi2u+5WEB2E4JjN0xDQLqPTMC3+j1AYOQJyIvRO0D4l+znr7g/QHqQbZ/dEUxATHbn2EBFWECsvsnEgnlMQGaVwTGu4klA8D5WihyKAkAQbGGlICxGQPignCEYuUBA5azBrhvxLUCLc6W7TRRNQJ5YuCJz81FAF1TqxoJaMkB7Yt+8VCNRQKS2vGHj7BJAKQvzV8hfMUBGE7RCs51BQAR3JwECNztAPvbbjbKkJUBguRcrjn9UQOT43hjbF+8/2caUII15RkBPPICQTls0QEiJ8GmU0lRAYAn3g9I9WEBAWaiYRHtIQLeB0LOwQ1hAGO4dsD/aUkCdDGG4rXlQQNDu5ZEaREpAbI2Hml0fKEAOAQxIX39XQA4uSV/BCj5AeaJmrtyKUUCclQHYXFlXQCnQSUzfWDxABlGs5pMIU0Bgv7EqmuRYQNGOsRTMCUdA9ufnDA0KSUBCE9dQab5XQCUVGXzY1FNAfljKOmBnTEA1zK8qwhhJQEpbtEQJtkdAWWHpE+CAVkBo9R3PUcPtP9eRXygRh1dA3Xt0QBLsP0Dc68q/ZDVKQAHzNfjVOFhAgqbHXpP5U0BDjoXYLPY/QC5GjPCO/lRAIr946QxrVkDTbvvmTjMxQHVtbEWNbAxAuUM7FgM/P0BK8GJWWMJXQBByzuUHgVJAzl1nWE2UP0CQpyJq5XtQQGbG3F2msDtANem/EKbfQ0A+acCNuZlOQN2awvkypVZAAAet+6InU0CRsFNrMHtQQNba6icoZyxALaH1UwTjWEC4AzZ3+PAyQH7pitfmbEJAhHj6k5LFJECkX0KkPu5KQCdAasm8wUFA1ViasQ3dVkC5GOB1qMY7QMyIFKwh+UhAvc+GxfpTQUCO+8btVWcYQFdNYHLQm0BAqOR/4gsFPEAnNHh+8ig2QK6JHGNzaTVAPYJu08tHSkDLInTRJzZIQOaKeQdQK0xA1zOudUw4V0CrXxEdp8VFQOxtesJLklFAXellKw5yUkCj/oWYBTVQQMWPIF5bOylAAApNJwLOO0Dmbtiz+zdPQGvphQcEq1dAh7CV+9Z4UUAEZl3MiiwsQKEQMArYSylASY4G3ww1SkAyeGe6dm4gQNVgpgEkHkNAjbm0a1qpSkCjB7ewlVwjQLmEQGNmuFVAEWkVNgsbT0AXDQGEXf4nQO/UiUSwpkdAIfc7Ir68A0B/U7HEYmZBQPmSToncfElAgiDRyo/uS0CzvsWKgppEQBZB+7n0H1NAXL/5IydEE0DvVHfs32xJQPa+4mxmW1JAwqqEQk8FTkDA2g/wniRTQNeumOkPRkRAdgXTObpGLkAab3ArlThVQCCGDrBetidAFAGbK/L0UUCUH3UQyppYQKv4r1ZwxEhAfwVtxA3bQkDPRQkOXQxTQPfLESN3pFRALcrYUiGpVEA5Fxsj/sVVQC4m3bKAu1VAYf0iisEhUUAsBQW4JwVTQJfmZnWbbVRAieBgUh1UIUDGFfpom3E4QP/CEG8GX05AB7+rV3XsUUDskKIWSqFKQEQGyJkrZk5Acl/CiweGIUAV04If9Z9HQPk0TcGvfDFAXWkQ6WrlR0C9ddvJoTspQBVkIBkHSD9AKBtAbeh6UEDOM6KykkoxQHQh6UKbST5AXb6kfJacU0A67mpTShY2QJhahqCpqTxAbGZB9rOsRECMN28fQdNTQMDbK0feWkdAUH4URuniLkAQFqNPmcxQQFx8jyWBglZA/pjH4bv6SkBk4G8CyHMmQNZ0YbrwllFAOPu+ZtkHWEADHty3iPA1QDT3N43nlUJAER6/yQPiSEA5ZlmLFsJUQM8gp1snzydAB8vcuKDcUkDiiK9iEOVEQL1nhTzJyDxAdGlLswbfVUBrc3oKxw1YQOVOPCJ0MFBAT73TMR6MV0Agop4Q9QJBQIEMtj4EilRA5PeHzWFSVUBXx392a3RHQBrE//JDUjdA00zuY6goUUAvIptX9KRVQKJieETD60pACcEAt+tXUEBWqYgHFT4RQA0e9i5Lp0pA6C6EWTvq3D8W1sLlq/o+QGH6+pEjPzhAlu3aDM1NPECAEQU8wo9HQOnroES1SEhAJR422ooLS0AGoAFC/r9QQCoGDyJ2MTJA89+NXoFlVECxJKpbhnVRQMsOUCoCUipAAjc+CeLtREDHXpQudp5QQJSiJH2cbDdAvqrSlq9cTkAvalKQmkUzQMb/mpKj0A9A+YfQmtEcTkAfozKrFzAuQC5f6h11qEZAhNj/k/2AU0CUAWmGorIzQO0FpUp+0zBAqQSNzGqyUkCopGoRaPpKQNB8+Q6h2UZAb5r5DLI2NUC7ba/rLWBBQDIDbJOLS0BAVtp+PLzwV0DT75+upVYhQE5Ab3OoCgNA3s8KW8hGKUCuBLr9lUxCQAqgmENzplVAjPIL3EcIMEDXwG+YAZVLQOxlOy2k00pAuA7igH4DHUAu17ilYTFFQJS9/gQm21JAOz+Yp3lsVkCQZ7zVXFo6QApYg389dk1ARtKKu5AxO0C3QH1JlE1QQADM2yMHWyhAyxt+mOG8QUAk7WLh0eFOQFKP1xK9rzdAB2aD1m21VUDjUFBWbFNTQCL4y1/NoyRA+b1+RXWvU0BLdtP00YlTQKGAFkP2VUVAoFgFHgQ8P0AnJ0k7Mz1TQCeGp0kcbzlAHj/aKgjG+j9b90egUHhJQEeIJENLeVJAS15jV7O/UkDwDCGsdLMSQPLCKv4j/VZA1hAfONdZU0BwoNp2YxRXQF0lCb2UT0RANxWUm0oQVkAqyVubHXUzQIP4Qbq19FJA58YErbmMQUBUkzf0+61LQPfP3VEfpFdAp4u69stNMUBhlHb4Bs1UQJtlG66yl1NAbh1F5KEYRUCRu90NJjUcQN/RqYoHXjxAyKOy3NV/J0DAtizah+lWQIT14pKUczpAh7TmjDnoR0CTIOhRRPBSQN2cQZq1v0RAPA2QkMb9JUA7066swHBSQDfVWYAc/TFA8E+oc5DEQ0BYKxuNvkhRQOaxGCGRqjNADUi5x0ppMkAzoDVvJfVBQCZwA4Fh9lNA9QY9ZfFfUkCsplNU3MUwQHrVWTWRS0hAy8NrqKXlLUDTxiTlFBNIQIlDzqIEskhAaafAmPlETUBirAfQw+EyQCUdtURBgyRAODGGTREQMkDgrxsZjOpTQMWPol6PYyZA04QbNRNaWEBSHYAE1awhQDteD2GVWTVAnwRBlnvNNEByNuBcEDYfQDnl/VtTsVVAwC54njjrSkCmNIMqkXlQQM/Y9A9VQFdArZp7WILXTkBy8/Zjb3VFQD564hpJik5AZfPa3md7P0ALs5pqaLlSQGTRcGcp90pAAP8ewPpvTUCRyWIJd7dRQGchK5TwIC5AU8LwaiMDNEANkRQBc2pHQHz3xI2FOFBAAvHh8fPcNED7jQS8mINQQAGmwNvox0FA/ricR0C0WEAj576XJqFXQI72pbNNVE5AyO4RMLuSU0A9Lt2iPM8zQJcNj8zByElAm7vh2+FUSEBZlVQ/1pRLQBDzeZ81HVNA5R30V4XMLEBCDOH3Lbc0QOuOjEp0GVdAzMfRy0mGUUC0Eq6YUitQQHYQwPkfpVRAGApk3fi9EkBPOrV5JzJSQFNypZhagkdAMZyjzTrKUUBgcfSxjJtHQJe1u76twwdApinqxz1EQ0C2OEgaPSwNQAvfaIvE/jZA8bX533HgOUAqZnBfoaoxQBSqpPTYJVdArz+0+uFfSkCO2COHZ8xSQIPGskfGfEhAxuSVlzWdREC+bS1H7TNXQL5Bms+n/lRAOGtc7s9lSkBfLW9JDqBYQEsSLvrHPiNAvzJHJDRKNEAIBT4K1CQUQOT9fRzq2kVAbNvRnUo2OkAw6cH3OwZXQMwahrcRK0JAHM7XmqQASUC+MSr1eMpAQFrrw8o8DkFAPCLa+G0YFkBQZErizadYQFARByc2QRxAmMWe6xchPEABvDK4VQBRQIp0kscYvUlA1MeaKHZeT0CdbRq+tTpWQD7OalmXM1RAJDWcGmoZKECUzmk0jWNDQJjOUi/qcFVAojyzh/gIV0Cmv/tX4mczQIza9p6JNEFALa2gRyDtK0D3kvqr+lxYQD09ncVPm1JADgnLa66MTEB/VErJwEBAQD+lY3nPaFJAFgZTIiZ4U0AAMLOU/KUaQOYKklRfSkJAF7UJnHvEP0B3XkhTCocBQKJH72wm61hAbdbZn8bMT0DT32AnmWRXQMIde96R5zdAc8/jvY/eSUDegsAV/T8+QDzF5THP6lhAfZ81mfyXUUACB6IVu1NFQAPZkfdyR0JAlEFcYO/qV0Be/6jhNy1VQH+zwyEfHkVAyoz9Tva0S0B0LfZ2QmlGQPw1bLxHHURAHkKas+nZPEA7+HM7tbwuQNDwIpIWEUlAzU1a2m0lREA30Gqv6v0+QKrb+XBkn1dAnrF5zY2QUUDIWQiQr6grQFD2um4FYc8/hJ96PoFUREB1qNybzCQxQMCjt2G4fSVAf3YRjdESVkARgf1BwTxYQHE/3e7m9y1ADTdbmFvZVUBU2sKoA7kpQPLy2Xt41UtAGgnWHPjIQUClBGDGWLdTQFosbQKGIlFA9jWEPIZMUUCDpsceO3gEQDmR1SkqBUNAw8xXQOBqOkCcwUByDRRWQL/+eN11Mk9AKDxDaGniPEC/HTBnItJCQBNYSmUHoEBAHnV+hd9fR0ByLzR8Tl1RQN1DcGmE+lVAqmf4A/ERV0A=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"4200\"},\"selection_policy\":{\"id\":\"4201\"}},\"id\":\"3901\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3949\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4200\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3923\"},{\"id\":\"3924\"},{\"id\":\"3925\"},{\"id\":\"3926\"},{\"id\":\"3927\"},{\"id\":\"3928\"},{\"id\":\"3929\"},{\"id\":\"3930\"},{\"id\":\"3931\"},{\"id\":\"3932\"}]},\"id\":\"3937\",\"type\":\"Toolbar\"}],\"root_ids\":[\"4644\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"9a73dd30-00a6-48de-b912-b442da803bda\",\"root_ids\":[\"4644\"],\"roots\":{\"4644\":\"eb03d82e-c90c-4215-aba2-4b16684a0945\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "4644"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N=4000\n",
    "# xy随机坐标\n",
    "x=np.random.random(size=N)*100\n",
    "y=np.random.random(size=N)*100\n",
    "# 随机半径\n",
    "radii=np.random.random(size=N)*1.5\n",
    "TOOLS='hover,crosshair,wheel_zoom,box_zoom,reset,tap,save,box_select,poly_select,lasso_select'\n",
    "colors2=['#%02x%02x%02x'%(int(r),int(g),150)for r,g in zip(50+2*x,30+2*y)]\n",
    "p1=figure(width=300,height=300,tools=TOOLS)\n",
    "p1.scatter(x,y,radius=radii,fill_color=colors2,fill_alpha=0.6,line_color=None)\n",
    "colors2=['#%02x%02x%02x'%(150,int(g),int(b))for g,b in zip(50+2*x,30+2*y)]\n",
    "p2=figure(width=300,height=300,tools=TOOLS)\n",
    "p2.scatter(x,y,radius=radii,fill_color=colors2,fill_alpha=0.6,line_color=None)\n",
    "show(p1)\n",
    "show(p2)\n",
    "from bokeh.layouts import gridplot\n",
    "grid=gridplot([[p1,p2]])\n",
    "show(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
